Tiểu luận cuối kì môn Phân tích dữ liệu định tính

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

Đề tài: Phân tích các yếu tố ảnh hưởng đến quyết định mua hàng của khách hàng

Chương 1. MỞ ĐẦU

1.1 Vấn đề cần nghiên cứu

Giống như bất kỳ hành vi nào của người khác, hành vi mua hàng của người tiêu dùng có thể được xác định bởi nhiều yếu tố. Các công ty này không tìm cách bán hàng mà hướng tới sự hài lòng lâu dài của người tiêu dùng bằng cách cung cấp các sản phẩm có chất lượng cao với mục tiêu tồn tại lâu dài và liên tục của chính họ (Haghshenas et al. 2013).

Hiểu hành vi mua của người tiêu dùng là một yếu tố quan trọng của bất kỳ hoạt động kinh doanh nào. Trong một nền kinh tế định hướng tiếp thị, hành vi mua của người tiêu dùng là một yếu tố rất quan trọng trong sự thành công của doanh nghiệp. Vì vậy, đã có rất nhiều nghiên cứu, công trình nghiên cứu tập trung vào hiện tượng này. Nhiều yếu tố và đặc điểm khác nhau có tác động tích cực hoặc tiêu cực đến hành vi mua hàng của người tiêu dùng.

Nghiên cứu và hiểu các yếu tố này góp phần hiểu rõ hơn về hành vi của người tiêu dùng. Các đặc điểm cá nhân và nhân khẩu xã hội như tuổi tác, lối sống, nghề nghiệp và nhiều yếu tố khác ảnh hưởng đáng kể đến hành vi mua hàng của người tiêu dùng. Vì vậy bài viết này đặc biệt tập trung tìm hiểu các yếu tố như tình trạng hôn nhân, trình độ học vấn, thu nhập và số con trong hộ gia đình để xem chúng có ảnh hưởng như thế nào đến hành vi mua hàng của người tiêu dùng, mặt hàng được quan tâm trong bài là mặt hàng rượu.

1.2 Đối tượng nghiên cứu

Đối tượng nghiên cứu là thông tin của 2217 khách hàng được ghi nhận lại sau 2 năm mua hàng tại một cửa hàng bán lẻ.

Chương 2. TỔNG QUAN NGHIÊN CỨU

2.1 Dữ liệu nghiên cứu

Bộ dữ liệu được thu thập từ bài nghiên cứu “Consumer Buying Behavior Analysis” có địa chỉ: https://www.kaggle.com/code/aradhanapratap/consumer-buying-behavior-analysis/notebook từ trang Kaggle.com.

Đây là bộ dữ liệu thu thập thông tin về người tiêu dùng như: Độ tuổi, giới tính, tình trạng hôn nhân, thu nhập… và thói quen mua hàng của họ dựa trên số tiền chi cho các sản phẩm về rượu, thịt, cá, đồ ngọt… Qua đó giúp doanh nghiệp hiểu rõ hơn về khách hàng của mình và dễ dàng điều chỉnh sản phẩm tùy theo nhu cầu, hành vi và mối quan tâm cụ thể của các nhóm đối tượng khách hàng khác nhau.

Xét theo đặc điểm, các biến được chia thành 2 nhóm, gồm: nhóm thông tin về khách hang và nhóm thông tin về sản phẩm được chọn mua. Các biến được đặt tên như sau:

Nhóm Khách hàng

• ID: Định danh duy nhất của khách hàng • Year_Birth: Năm sinh của khách hàng • Education: Trình độ học vấn của khách hàng • Marital_Status: Tình trạng hôn nhân của khách hàng • Income: Thu nhập hộ gia đình hàng năm của khách hàng • Kidhome: Số con trong hộ gia đình khách hàng • Teenhome: Số lượng thanh thiếu niên trong hộ gia đình khách hàng • Recency: Số ngày kể từ lần mua cuối cùng của khách hàng.

Nhóm Các sản phẩm (Đơn vị: Đô la Mỹ)

• MntWines: Số tiền chi cho rượu trong 2 năm qua • MntFruits: Số tiền chi cho trái cây trong 2 năm qua • MntMeatProducts: Số tiền chi cho thịt trong 2 năm qua • MntFishProducts: Số tiền chi cho cá trong 2 năm qua • MntSweetProducts: Số tiền chi cho đồ ngọt trong 2 năm qua • MntGoldProds: Số tiền mua vàng trong 2 năm qua.

library(kableExtra)

## 
## Attaching package: 'kableExtra'

## The following object is masked from 'package:dplyr':
## 
##     group_rows

library(knitr)
mkt <- read.csv("C:/Users/MSII/Downloads/vlvy_marketing_dataset (1).csv ")
knitr::kable(mkt, format = "html") %>%
   kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Recency	MntWines	MntMeatProducts	MntFishProducts	MntSweetProducts
5524	1957	Graduation	Single	58138	0	0	58	635	546	172	88
2174	1954	Graduation	Single	46344	1	1	38	11	6	2	1
4141	1965	Graduation	Together	71613	0	0	26	426	127	111	21
6182	1984	Graduation	Together	26646	1	0	26	11	20	10	3
5324	1981	PhD	Married	58293	1	0	94	173	118	46	27
7446	1967	Master	Together	62513	0	1	16	520	98	0	42
965	1971	Graduation	Divorced	55635	0	1	34	235	164	50	49
6177	1985	PhD	Married	33454	1	0	32	76	56	3	1
4855	1974	PhD	Together	30351	1	0	19	14	24	3	3
5899	1950	PhD	Together	5648	1	1	68	28	6	1	1
387	1976	Basic	Married	7500	0	0	59	6	11	11	1
2125	1959	Graduation	Divorced	63033	0	0	82	194	480	225	112
8180	1952	Master	Divorced	59354	1	1	53	233	53	3	5
2569	1987	Graduation	Married	17323	0	0	38	3	17	6	1
2114	1946	PhD	Single	82800	0	0	23	1006	115	59	68
9736	1980	Graduation	Married	41850	1	1	51	53	19	2	13
4939	1946	Graduation	Together	37760	0	0	20	84	38	150	12
6565	1949	Master	Married	76995	0	1	91	1012	498	0	16
2278	1985	2n Cycle	Single	33812	1	0	86	4	19	30	24
9360	1982	Graduation	Married	37040	0	0	41	86	73	69	38
5376	1979	Graduation	Married	2447	1	0	42	1	1725	1	1
1993	1949	PhD	Married	58607	0	1	63	867	86	0	0
4047	1954	PhD	Married	65324	0	1	0	384	102	21	32
1409	1951	Graduation	Together	40689	0	1	69	270	27	39	6
7892	1969	Graduation	Single	18589	0	0	89	6	25	15	12
2404	1976	Graduation	Married	53359	1	1	4	173	30	3	6
9422	1989	Graduation	Married	38360	1	0	26	36	42	20	21
1966	1965	PhD	Married	84618	0	0	96	684	801	21	66
6864	1989	Master	Divorced	10979	0	0	34	8	10	2	2
3033	1963	Master	Together	38620	0	0	56	112	44	34	22
5710	1970	Graduation	Together	40548	0	1	31	110	5	2	0
7373	1952	PhD	Divorced	46610	0	2	8	96	96	33	22
8755	1946	Master	Married	68657	0	0	4	482	471	119	68
10738	1951	Master	Single	49389	1	1	55	40	19	2	1
4339	1970	PhD	Married	67353	0	1	37	702	151	0	8
10755	1976	2n Cycle	Married	23718	1	0	76	6	14	15	7
8595	1973	Graduation	Widow	42429	0	1	99	55	6	2	0
2968	1943	PhD	Divorced	48948	0	0	53	437	206	160	49
8601	1980	Graduation	Married	80011	0	1	3	421	536	82	178
503	1985	Master	Married	20559	1	0	88	13	29	3	0
8430	1957	Graduation	Together	21994	0	1	4	9	6	3	1
2139	1975	Master	Married	7500	1	0	19	3	10	3	2
1371	1976	Graduation	Single	79941	0	0	72	123	266	227	30
9909	1996	2n Cycle	Married	7500	0	0	24	3	14	15	22
7286	1968	Graduation	Together	41728	1	0	92	13	15	3	5
6566	1954	PhD	Married	72550	1	1	39	826	317	50	38
8614	1957	Graduation	Widow	65486	0	1	29	245	125	37	67
4114	1964	Master	Married	79143	0	0	2	650	780	27	167
1331	1977	Graduation	Single	35790	1	0	54	12	20	30	1
2225	1977	Graduation	Divorced	82582	0	0	54	510	550	156	40
9381	1978	Graduation	Married	66373	1	1	57	328	124	12	24
6260	1955	Master	Together	82384	0	0	55	984	432	180	120
10383	1966	Graduation	Divorced	70287	0	0	30	295	482	121	120
7437	1988	Graduation	Single	27938	1	0	31	13	8	2	1
8375	1968	PhD	Married	55954	0	1	63	447	28	0	0
6853	1982	Master	Single	75777	0	0	12	712	538	69	13
3076	1975	Graduation	Together	66653	1	1	18	452	102	16	18
1012	1952	Graduation	Single	61823	0	1	26	523	134	37	14
6518	1951	PhD	Widow	67680	0	1	8	546	48	0	6
4137	1948	Graduation	Together	70666	0	0	29	398	367	119	122
8082	1971	Graduation	Married	25721	1	0	75	1	6	3	6
1386	1967	Graduation	Together	32474	1	1	0	10	1	0	0
9369	1979	2n Cycle	Single	88194	0	1	19	688	309	201	24
4477	1958	Graduation	Together	69096	0	1	4	247	159	7	82
1357	1970	Graduation	Together	74854	1	2	90	856	487	58	29
1402	1954	Master	Married	66991	0	0	1	496	460	189	60
6312	1959	Graduation	Married	65031	0	1	29	258	291	84	37
8132	1975	PhD	Married	60631	1	1	88	565	65	0	6
1050	1952	Graduation	Married	28332	0	0	58	14	13	4	15
5846	1977	Graduation	Divorced	40246	1	0	68	2	6	2	1
1859	1972	Master	Married	75251	0	0	34	721	925	97	18
7503	1976	Graduation	Single	75825	0	0	40	1032	779	137	105
10401	1976	2n Cycle	Together	26326	0	0	12	1	5	0	3
1618	1965	Graduation	Together	56046	0	0	9	577	64	0	0
3332	1985	Graduation	Single	29760	1	0	87	64	68	7	5
2261	1969	Graduation	Married	26304	1	0	5	4	5	2	0
5346	1973	2n Cycle	Married	23559	1	0	87	25	19	7	0
4119	1963	Master	Together	38620	0	0	56	112	44	34	22
535	1987	Graduation	Divorced	81361	0	0	18	163	424	27	65
5268	1960	Graduation	Married	29440	1	1	95	17	14	10	4
273	1970	Master	Married	36138	1	1	48	130	16	0	0
4452	1957	Graduation	Single	50388	0	1	3	292	37	0	3
8504	1973	Graduation	Married	79593	0	0	70	350	568	110	133
771	1967	Graduation	Together	54178	0	1	79	135	39	4	0
11178	1972	Master	Single	42394	1	0	69	15	10	0	1
2230	1970	PhD	Married	23626	1	0	84	27	14	0	0
7516	1983	Graduation	Married	30096	1	0	30	5	11	12	5
7247	1960	Graduation	Widow	47916	0	1	72	505	26	0	0
11100	1972	Graduation	Divorced	51813	1	1	37	51	7	0	1
4646	1951	2n Cycle	Married	78497	0	0	44	207	447	75	0
3037	1983	PhD	Married	50150	0	0	32	135	92	65	61
1473	1960	2n Cycle	Single	47823	0	1	0	53	5	2	1
1016	1959	PhD	Single	34554	0	1	43	41	6	2	0
4518	1979	Graduation	Together	85693	0	1	59	386	183	185	132
9370	1945	PhD	Married	65846	0	0	68	562	276	80	40
8908	1959	Graduation	Married	87195	0	0	35	217	690	50	26
8373	1979	Basic	Together	24594	1	0	94	1	6	10	0
7533	1964	Graduation	Married	49096	1	1	15	144	32	2	1
2683	1969	Graduation	Married	52413	0	2	56	295	271	75	98
3629	1978	Graduation	Single	38557	1	0	17	76	31	4	4
10991	1960	Master	Married	89058	0	0	18	454	106	31	22
5077	1979	Graduation	Together	77298	0	1	46	425	292	23	35
7431	1991	PhD	Single	68126	0	0	40	1332	311	23	51
3267	1963	Master	Together	57288	0	1	27	527	21	0	0
999	1991	Graduation	Single	86037	0	0	95	490	125	29	20
9215	1980	PhD	Married	43974	1	0	19	378	101	0	0
2286	1962	Graduation	Single	50785	1	1	27	64	21	0	1
1592	1970	Graduation	Married	90765	0	0	25	547	812	151	82
367	1978	2n Cycle	Married	36550	1	0	74	47	94	123	103
5234	1967	2n Cycle	Together	30753	1	1	85	12	25	0	9
9862	1969	Graduation	Together	21918	1	0	37	1	7	11	5
9805	1953	Master	Together	56129	0	1	65	320	133	39	72
6205	1967	Master	Single	32557	1	0	13	34	29	0	4
8442	1985	Master	Married	19510	2	0	63	9	7	3	4
7386	1976	Graduation	Divorced	30992	1	0	83	17	14	7	3
7215	1983	Graduation	Single	101970	0	0	69	722	102	44	72
1491	1965	2n Cycle	Together	71488	0	0	87	162	124	40	28
11071	1984	Graduation	Single	79607	0	0	37	450	951	173	0
3381	1953	Master	Married	54348	1	1	51	70	16	0	0
11051	1956	PhD	Together	77376	1	1	72	492	110	16	12
8026	1952	Graduation	Married	62998	0	1	10	120	73	65	89
433	1958	Master	Single	61331	1	1	42	534	47	0	5
9597	1969	Graduation	Married	73448	0	0	10	236	189	23	41
5290	1964	PhD	Married	41551	1	1	51	220	33	3	0
1685	1967	PhD	Together	62981	0	0	21	796	590	38	44
5342	1976	Basic	Divorced	9548	1	0	31	0	3	10	6
9579	1959	PhD	Married	33762	2	1	61	53	34	2	0
7660	1973	PhD	Single	35860	1	1	37	15	8	4	2
1461	1965	PhD	Divorced	36921	1	1	74	17	12	3	1
821	1992	Master	Single	92859	0	0	46	962	921	52	61
11084	1976	Master	Together	65104	0	1	4	738	232	13	20
8690	1962	Graduation	Married	86111	0	0	73	399	756	36	40
2937	1974	PhD	Single	68352	0	1	47	614	132	43	33
9701	1988	Graduation	Together	41883	1	0	13	32	41	73	16
9949	1976	Graduation	Married	59809	0	2	36	598	141	32	41
10837	1975	Graduation	Married	23957	1	0	47	2	18	20	11
3120	1981	Graduation	Together	38547	1	0	49	6	10	0	1
5885	1973	2n Cycle	Married	35688	2	1	94	73	90	12	1
4050	1966	Master	Married	49605	0	0	65	42	29	12	20
3830	1953	Master	Married	59354	0	2	59	295	78	39	13
7987	1969	Graduation	Married	65747	0	1	96	346	48	23	13
7798	1972	2n Cycle	Together	46344	0	1	28	233	57	8	20
92	1988	Graduation	Single	34176	1	0	12	5	24	19	14
7055	1952	PhD	Together	61010	0	1	57	888	57	0	0
10240	1949	Graduation	Together	69372	0	0	10	997	269	34	13
3025	1958	Graduation	Single	49967	0	1	4	212	69	4	12
9283	1978	Graduation	Single	60199	1	2	49	8	7	2	0
9970	1977	Graduation	Together	55375	0	1	3	42	57	10	28
2730	1955	Graduation	Single	80317	0	0	64	536	387	149	91
2795	1958	Master	Single	30523	2	1	0	5	3	0	0
9260	1945	PhD	Married	70356	0	0	20	1349	249	43	16
8182	1984	Graduation	Married	23228	1	0	91	53	49	7	4
10095	1975	PhD	Divorced	74165	0	0	9	1001	240	16	12
8475	1973	PhD	Married	157243	0	1	98	20	1582	1	2
4370	1966	Graduation	Together	43482	2	1	83	18	32	6	3
10573	1953	Graduation	Divorced	62551	0	0	27	125	98	134	21
3712	1959	Graduation	Divorced	52332	0	0	63	212	33	7	0
6637	1988	Graduation	Single	66951	0	0	46	277	305	173	76
3152	1957	Graduation	Together	26091	1	1	84	15	19	8	17
5610	1965	Graduation	Together	33456	1	1	58	7	10	8	1
6460	1982	Graduation	Married	28718	1	0	78	12	6	11	8
1349	1970	Graduation	Married	50447	2	0	4	85	24	2	3
1880	1959	PhD	Together	53537	1	1	17	81	6	0	0
641	1967	Graduation	Single	52074	0	1	77	59	12	0	0
8717	1975	PhD	Married	80427	0	1	56	1149	449	69	71
10314	1948	PhD	Married	83837	0	0	79	847	119	86	89
10854	1970	PhD	Married	38853	1	1	90	29	14	0	0
10492	1959	Graduation	Together	38285	2	1	96	2	5	2	0
6935	1951	2n Cycle	Married	78497	0	0	44	207	447	75	0
7698	1976	PhD	Married	51650	0	1	81	152	22	2	5
3559	1988	2n Cycle	Married	16248	1	0	77	12	10	3	12
10562	1946	Master	Married	66835	0	0	21	620	195	34	17
10796	1984	Master	Married	30477	1	0	16	47	6	0	0
2563	1961	Basic	Married	28249	0	0	80	1	7	2	14
3518	1983	Graduation	Married	25271	1	0	45	10	18	10	4
5823	1970	PhD	Single	32303	0	1	63	35	2	0	0
3934	1966	Graduation	Married	61286	0	1	34	356	107	19	9
6982	1976	Graduation	Married	74068	0	0	14	783	537	140	76
6431	1964	PhD	Married	45759	1	1	13	42	18	3	0
9733	1978	Basic	Together	24882	1	0	52	1	10	29	0
5602	1989	PhD	Together	66973	0	0	98	466	432	147	113
7829	1900	2n Cycle	Divorced	36640	1	0	99	15	8	7	4
1324	1988	Graduation	Married	38872	1	0	93	23	21	3	19
326	1973	Graduation	Married	51148	1	1	38	235	45	8	9
7224	1977	Graduation	Married	31353	1	1	24	10	10	3	1
6999	1980	Master	Married	69661	0	0	80	656	106	32	16
9938	1954	Graduation	Married	80067	0	0	82	519	813	27	173
6422	1954	Graduation	Married	86718	0	0	20	344	482	50	33
3182	1973	PhD	Single	46854	1	1	81	96	79	7	1
7300	1952	Graduation	Divorced	69142	0	1	50	448	34	6	4
10424	1968	Graduation	Single	75922	0	0	60	265	553	224	23
8727	1978	Graduation	Divorced	63693	0	1	63	587	337	42	87
2798	1977	PhD	Together	102160	0	0	54	763	138	76	176
1030	1965	PhD	Single	40637	1	1	72	22	13	0	0
624	1984	Master	Single	18890	0	0	5	6	1	7	2
5176	1988	Graduation	Together	29604	1	0	88	7	13	7	6
5552	1963	Master	Divorced	48721	1	1	50	81	113	47	13
868	1966	Graduation	Married	44794	0	1	99	54	7	0	0
380	1954	Graduation	Divorced	64497	0	1	17	1170	320	42	32
2677	1956	Graduation	Together	46097	0	1	11	72	68	65	4
6521	1954	Graduation	Together	77972	0	0	18	613	319	33	102
6927	1968	PhD	Married	44377	1	1	70	224	30	0	0
2877	1974	Master	Together	46014	1	1	21	410	59	19	9
0	1985	Graduation	Married	70951	0	0	66	239	554	254	87
1584	1977	Graduation	Married	41443	1	0	79	171	171	25	19
7264	1978	2n Cycle	Single	52195	2	1	2	12	4	0	0
6274	1948	Master	Married	83790	0	0	81	1076	417	42	48
1377	1954	Master	Widow	44551	0	1	24	182	33	0	0
454	1980	Graduation	Together	69508	1	0	48	824	162	42	32
1755	1988	2n Cycle	Together	45204	1	0	93	30	25	29	1
2075	1969	Graduation	Married	72460	0	0	56	377	540	80	30
4785	1970	PhD	Together	77622	0	2	3	520	154	19	0
9076	1980	PhD	Married	30732	1	0	44	155	25	0	1
7079	1962	Graduation	Divorced	63887	0	1	38	897	207	15	11
4653	1978	Graduation	Together	42011	1	0	46	131	16	2	1
7375	1976	Graduation	Together	51369	0	1	84	297	79	0	11
709	1952	Graduation	Divorced	51537	0	1	27	787	204	0	0
460	1972	PhD	Married	79930	0	0	72	792	740	67	51
3726	1986	PhD	Together	34320	1	0	66	4	9	3	0
6798	1966	Graduation	Single	37070	1	1	30	231	137	4	15
5341	1962	2n Cycle	Divorced	81975	0	1	2	983	184	180	138
1606	1971	Graduation	Together	38590	1	0	65	3	8	4	3
9617	1951	Graduation	Single	15033	0	0	37	0	5	6	0
3233	1965	PhD	Married	62745	0	1	89	562	464	28	10
89	1975	2n Cycle	Married	22212	1	0	49	5	20	6	8
2936	1982	Master	Together	23661	1	0	46	18	4	0	0
9449	1958	PhD	Single	79761	0	1	32	415	124	15	35
7297	1973	Graduation	Single	7500	1	0	54	5	10	12	7
11004	1893	2n Cycle	Single	60182	0	1	23	8	5	7	0
313	1968	Graduation	Widow	73455	0	0	98	901	757	186	163
9940	1958	Graduation	Together	64961	0	1	97	382	276	75	124
10735	1971	Graduation	Single	22804	1	0	75	14	7	2	1
9529	1990	Graduation	Married	73687	0	0	8	559	503	218	13
6439	1958	Graduation	Married	61074	0	1	37	789	133	0	28
7411	1964	PhD	Married	31686	1	1	31	11	5	0	0
2176	1972	Graduation	Married	80134	1	0	40	1218	272	104	0
9265	1953	Graduation	Married	75027	0	1	74	925	179	133	12
8867	1988	PhD	Married	67546	0	0	90	864	768	150	38
8932	1969	Master	Together	65176	0	1	57	960	183	220	70
10236	1975	Master	Single	31160	1	0	59	16	25	6	1
6340	1985	Graduation	Single	29938	1	0	52	3	7	0	2
10089	1974	Graduation	Divorced	102692	0	0	5	168	444	32	172
2227	1958	2n Cycle	Together	26490	0	0	92	45	52	21	20
10992	1967	Graduation	Together	75702	1	1	77	650	353	45	42
5304	1974	PhD	Single	30899	1	0	35	24	8	0	0
309	1961	PhD	Together	63342	0	1	48	918	118	13	10
3406	1964	Graduation	Single	45989	0	1	97	138	87	28	24
2661	1964	Graduation	Single	18701	1	1	95	12	2	10	6
3153	1957	PhD	Single	40737	2	1	24	11	4	0	0
10264	1979	Graduation	Divorced	15287	1	0	60	1	8	4	3
1184	1968	PhD	Divorced	69674	0	2	46	554	215	11	0
4200	1970	Master	Married	44159	1	0	85	167	62	24	13
9396	1978	PhD	Married	37717	1	0	31	9	6	4	1
2387	1952	Master	Together	43776	1	1	9	177	71	3	2
6690	1966	Master	Married	38179	1	1	30	38	22	4	2
1225	1963	Graduation	Married	80124	0	0	47	483	398	205	84
9703	1970	PhD	Married	38097	1	1	70	77	35	0	1
291	1970	Graduation	Married	72940	0	0	13	182	298	162	149
4557	1970	Graduation	Together	22070	1	0	11	10	19	8	2
2379	1953	Graduation	Single	69267	0	0	31	778	499	95	73
5726	1983	Master	Single	31788	1	0	15	16	23	0	8
3066	1975	PhD	Together	61905	0	1	2	167	43	6	2
6336	1960	Graduation	Married	29315	1	1	55	13	14	8	7
10967	1963	Graduation	Divorced	33378	1	1	38	33	40	3	7
2304	1963	PhD	Together	66313	0	1	86	625	99	10	22
3445	1956	Graduation	Single	60714	0	0	56	216	224	101	92
7828	1981	Master	Together	77882	0	0	29	68	396	188	22
3762	1986	PhD	Single	69867	0	0	30	196	512	33	130
4391	1968	Master	Divorced	63841	0	1	64	635	100	20	7
4669	1981	Basic	Married	24480	1	0	46	4	9	28	25
10144	1976	Graduation	Together	51369	0	1	84	297	79	0	11
8652	1946	Graduation	Together	37760	0	0	20	84	38	150	12
1672	1974	PhD	Together	65640	0	1	74	204	149	20	15
8962	1975	Master	Married	44319	1	1	18	26	8	0	0
9974	1974	Graduation	Married	30631	1	0	75	15	20	4	5
10983	1952	Graduation	Together	75278	0	0	17	304	230	150	74
8148	1956	Master	Together	50898	1	1	88	285	242	55	114
10102	1966	Graduation	Widow	79946	0	0	19	395	565	166	141
4697	1949	Master	Divorced	35416	0	0	62	248	81	4	3
9262	1984	2n Cycle	Together	32414	0	0	11	20	5	0	9
7254	1969	Graduation	Together	38361	1	0	74	39	56	20	8
4543	1980	Graduation	Married	82497	0	0	32	777	573	216	21
4927	1971	Graduation	Together	16626	2	0	76	8	22	21	1
10451	1965	Graduation	Together	29672	1	1	6	9	3	0	4
2926	1952	Master	Together	55951	0	1	62	1241	80	0	13
2874	1988	2n Cycle	Divorced	35388	1	0	20	6	7	4	3
9738	1986	Master	Together	42386	1	0	43	65	16	0	4
7119	1982	Graduation	Single	68627	0	0	45	395	263	60	54
3924	1965	PhD	Divorced	57912	0	1	34	801	80	0	0
5827	1958	Graduation	Divorced	35246	1	1	53	36	12	2	2
5596	1956	2n Cycle	Together	58821	0	1	44	513	154	19	0
10812	1978	PhD	Married	46377	1	0	89	37	46	4	3
1717	1988	Graduation	Single	39747	1	0	43	80	93	20	13
9491	1984	Graduation	Together	23976	1	0	68	14	21	2	3
9274	1961	Master	Married	80950	0	0	44	525	112	219	147
6609	1966	Graduation	Widow	27038	0	0	64	1	25	17	23
6963	1947	Graduation	Single	77457	0	0	85	675	400	15	45
4440	1964	Master	Married	64100	0	1	93	509	27	0	0
1379	1992	Master	Together	42670	0	0	12	154	46	20	4
10032	1976	Graduation	Divorced	12571	1	0	86	3	14	2	12
2826	1967	Graduation	Married	22574	2	1	28	25	8	2	0
6320	1976	Master	Single	70893	0	0	42	768	561	77	44
3050	1966	Graduation	Married	54198	1	1	13	185	28	3	2
231	1956	Master	Together	28839	1	1	86	24	7	0	0
2392	1972	Graduation	Married	40321	1	1	59	44	21	6	0
9478	1985	Graduation	Single	66503	1	0	30	91	128	65	3
113	1951	Graduation	Married	30833	1	1	33	11	7	3	1
1802	1971	Graduation	Married	64795	0	1	23	412	119	38	29
520	1974	Graduation	Married	34421	1	0	81	3	7	6	2
8275	1965	PhD	Divorced	47025	1	1	6	16	3	0	0
9750	1961	PhD	Divorced	64325	0	1	41	731	353	78	12
2607	1953	Graduation	Single	40464	0	1	78	424	118	7	23
7214	1957	Graduation	Married	62187	0	0	49	792	275	45	45
5835	1976	PhD	Divorced	14849	1	0	39	21	28	3	2
3896	1984	Graduation	Married	27255	1	0	3	22	11	0	1
10350	1950	PhD	Married	54432	2	1	37	33	5	0	0
7786	1986	PhD	Single	29999	1	0	22	68	59	10	5
2861	1983	Graduation	Single	24072	1	0	79	9	6	3	0
663	1989	PhD	Single	33996	0	0	46	40	15	8	0
10675	1956	PhD	Married	66334	0	1	82	909	218	0	0
2521	1971	Master	Married	35178	1	0	10	23	13	2	2
9592	1983	Graduation	Together	22010	1	0	51	11	9	3	0
10151	1960	Graduation	Divorced	62204	0	2	38	317	247	151	46
7381	1968	Graduation	Divorced	75693	0	0	10	797	293	72	97
4099	1972	Graduation	Married	30675	1	0	14	10	16	11	2
9560	1965	Graduation	Together	83003	0	0	18	856	570	40	25
1150	1899	PhD	Together	83532	0	0	36	755	562	104	64
10172	1988	Graduation	Single	68655	0	0	95	456	832	75	118
11191	1986	Graduation	Divorced	41411	0	0	11	37	38	11	3
9707	1969	PhD	Married	55212	0	1	65	1103	45	0	0
6245	1950	PhD	Together	59292	0	1	71	378	68	19	14
8234	1973	Basic	Together	27190	1	0	13	1	7	0	1
1411	1952	Graduation	Divorced	82623	0	0	58	204	204	172	153
8553	1965	Graduation	Married	44300	1	1	65	30	9	0	0
1826	1970	Graduation	Divorced	84835	0	0	0	189	379	111	189
8842	1971	Graduation	Widow	30372	1	1	33	15	12	7	3
11030	1976	Master	Married	33181	1	0	90	9	3	0	0
2579	1957	Graduation	Married	71113	0	1	95	495	255	11	33
175	1986	Graduation	Married	71952	1	0	93	656	455	52	107
9185	1966	PhD	Single	69759	0	0	38	452	514	13	30
11056	1974	Graduation	Married	72099	0	0	18	546	410	119	0
9365	1976	PhD	Single	60000	0	1	57	1048	217	0	0
6201	1978	Graduation	Single	38643	1	1	45	22	14	0	1
2061	1955	Graduation	Married	50737	0	1	61	78	11	0	0
6184	1969	PhD	Married	68462	0	0	6	561	785	84	128
6142	1943	Master	Married	65073	0	0	65	629	177	69	0
4107	1948	PhD	Together	46681	0	2	52	269	69	15	19
7274	1957	Graduation	Married	78618	0	0	87	736	818	212	163
9336	1969	PhD	Widow	62187	0	1	38	512	83	0	0
2958	1978	Graduation	Married	28442	2	0	53	19	10	11	8
933	1978	PhD	Married	37717	1	0	31	9	6	4	1
5837	1967	Graduation	Married	51479	1	1	67	247	160	6	8
10704	1969	Graduation	Single	54803	0	1	65	404	92	28	27
5125	1960	Graduation	Married	79530	0	0	64	333	815	129	42
4432	1976	Graduation	Divorced	31615	1	0	82	2	20	6	11
5955	1962	Graduation	Together	72025	0	0	27	833	549	151	133
2928	1975	PhD	Single	52614	0	1	63	789	142	12	9
5680	1984	2n Cycle	Married	35684	1	0	66	10	7	0	6
10313	1975	Graduation	Married	48178	1	1	69	159	45	6	2
2557	1970	Master	Single	29548	1	0	52	7	6	3	1
1245	1966	Graduation	Single	63810	0	1	45	977	253	16	12
1519	1972	PhD	Single	38578	1	1	2	38	22	3	3
10703	1975	Master	Single	46098	1	1	86	57	27	0	0
1726	1970	Graduation	Single	22585	0	0	23	3	15	13	2
4459	1989	Graduation	Single	30279	1	0	13	10	14	4	4
1729	1961	PhD	Together	66426	0	1	14	1043	97	32	24
1517	1969	Graduation	Single	30822	1	0	92	3	13	2	12
2098	1969	PhD	Married	33581	2	0	38	11	5	0	0
9543	1985	Graduation	Married	19986	1	0	74	3	5	0	2
6878	1954	Graduation	Widow	27421	0	0	14	43	96	78	40
3310	1973	2n Cycle	Married	35688	2	1	94	73	90	12	1
2724	1981	Master	Single	36143	1	0	33	12	1	0	0
948	1971	Graduation	Single	10245	1	0	32	4	7	6	4
6720	1968	Master	Together	43795	0	1	11	314	53	4	3
6202	1960	Graduation	Together	63381	0	1	78	571	142	33	50
2066	1949	Graduation	Together	38823	0	1	56	70	11	2	8
9799	1968	PhD	Divorced	83664	1	1	57	866	151	28	21
8318	1979	Graduation	Together	90300	0	0	7	594	786	33	134
5642	1979	Master	Together	62499	1	0	0	140	61	0	13
2669	1993	Graduation	Single	74293	0	0	66	375	335	93	91
455	1946	PhD	Married	51012	0	0	86	102	63	2	9
7683	1968	Master	Married	70777	0	1	80	554	113	0	7
3428	1991	PhD	Together	68682	0	0	56	919	505	99	30
7414	1971	Graduation	Married	43824	1	1	18	96	42	12	3
6354	1984	Graduation	Together	15345	1	0	51	5	16	3	2
798	1987	Graduation	Single	23442	1	0	71	2	6	8	6
8213	1980	2n Cycle	Together	14515	1	0	71	6	9	6	36
2488	1956	2n Cycle	Divorced	31395	1	1	80	23	25	0	8
9999	1965	Graduation	Together	75276	0	0	2	610	125	137	42
7617	1974	Graduation	Single	42373	1	1	83	67	61	3	8
615	1960	Graduation	Together	30507	0	0	29	65	74	38	20
2552	1955	PhD	Single	55521	1	2	11	416	26	0	0
194	1965	Graduation	Married	48006	1	1	55	23	11	3	2
3645	1972	PhD	Single	27213	1	0	19	19	26	10	9
8890	1971	PhD	Divorced	65808	1	1	1	155	80	13	7
5049	1974	PhD	Together	30351	1	0	19	14	24	3	3
9973	1963	Graduation	Married	50437	0	2	28	370	92	6	9
7301	1982	2n Cycle	Single	23616	1	0	76	4	11	3	7
10882	1976	Graduation	Married	53858	0	1	50	407	221	58	150
7030	1955	PhD	Married	66465	0	1	1	1200	204	38	29
7422	1987	Graduation	Single	46923	1	0	90	85	54	102	78
3523	1962	Graduation	Together	75072	0	1	83	583	309	0	22
7106	1943	PhD	Married	75865	0	0	73	483	591	156	0
6504	1975	2n Cycle	Together	19789	1	0	24	2	9	28	6
5067	1994	Graduation	Together	80134	0	0	11	966	282	52	26
4216	1981	Graduation	Single	91065	0	0	33	822	108	179	137
8581	1971	Master	Married	49505	1	1	4	604	100	19	0
5929	1973	PhD	Married	37401	1	0	14	19	19	3	1
3129	1983	Graduation	Married	30096	1	0	30	5	11	12	5
6528	1982	Master	Together	18492	1	0	75	2	2	2	1
1361	1974	Master	Married	82584	0	0	26	1076	103	29	91
6932	1941	PhD	Married	93027	0	0	77	1285	716	55	0
7284	1953	Graduation	Married	48686	1	2	8	10	7	2	0
1340	1986	Graduation	Married	92910	0	0	42	551	792	179	103
8746	1989	Graduation	Married	75433	1	0	28	800	297	0	34
5987	1989	2n Cycle	Together	10404	1	0	52	2	11	10	6
3767	1968	Graduation	Married	61314	0	1	1	378	189	97	172
3725	1961	PhD	Single	84865	0	0	1	1248	349	43	16
4324	1989	Graduation	Married	42387	1	0	42	235	235	19	4
238	1967	2n Cycle	Together	67309	1	1	76	515	181	149	95
6694	1964	Graduation	Married	75236	0	1	27	438	400	12	38
498	1970	Graduation	Single	30015	1	0	28	25	22	2	3
9347	1956	Master	Together	50943	0	1	49	31	7	2	0
9699	1966	Graduation	Divorced	67272	0	1	12	357	271	28	28
10664	1949	Master	Widow	51529	0	1	14	400	35	6	0
5455	1971	PhD	Married	32011	1	0	89	99	15	2	1
456	1986	2n Cycle	Married	7500	1	0	96	1	5	4	6
5012	1989	Graduation	Married	28691	1	0	56	5	13	8	0
7495	1948	PhD	Married	56223	0	1	72	77	31	16	0
5029	1946	Graduation	Married	18100	0	0	14	3	2	4	3
10642	1989	Graduation	Single	30279	1	0	13	10	14	4	4
2106	1974	2n Cycle	Married	20130	0	0	99	0	3	7	6
10364	1959	Graduation	Divorced	23295	0	0	72	0	1	2	12
5954	1972	Master	Divorced	42618	1	0	92	76	74	13	5
1137	1964	Graduation	Single	81246	0	0	87	398	537	61	156
2541	1976	Graduation	Married	24027	1	0	7	14	11	11	0
1142	1953	PhD	Married	55707	0	1	91	208	82	30	66
2276	1955	Graduation	Single	57959	0	1	71	430	322	43	24
2807	1969	Graduation	Married	56796	0	1	24	656	161	62	47
6471	1971	Master	Single	36230	1	0	17	14	30	8	2
6131	1980	2n Cycle	Married	70829	1	1	87	141	106	72	19
6233	1976	Graduation	Married	65991	0	1	21	507	364	25	47
4148	1972	Graduation	Married	38988	1	2	90	164	103	12	3
4947	1966	2n Cycle	Single	89572	0	0	44	606	974	197	194
3225	1984	Master	Married	42207	1	0	71	116	72	3	17
7540	1952	Graduation	Married	50300	0	1	52	143	60	24	23
10648	1982	2n Cycle	Together	66664	0	0	78	398	447	220	96
1992	1964	Graduation	Married	60597	0	1	2	522	257	32	16
7851	1949	Graduation	Widow	70165	0	0	60	161	253	199	191
8594	1958	PhD	Widow	50520	0	1	25	112	6	2	1
7059	1963	Graduation	Married	80124	0	0	47	483	398	205	84
2815	1975	Graduation	Married	33183	1	0	46	7	39	17	15
2416	1969	PhD	Single	66582	0	0	83	789	420	16	38
7999	1955	PhD	Together	75261	0	0	17	1239	413	23	34
9213	1970	Graduation	Widow	31880	1	0	13	4	5	2	0
9697	1951	Graduation	Married	53790	0	2	86	335	127	28	5
3916	1971	PhD	Together	49269	1	0	92	639	166	11	8
2021	1975	Graduation	Married	61456	0	1	47	563	384	84	192
1581	1980	Graduation	Married	37406	1	0	18	2	8	2	2
564	1981	PhD	Together	56937	1	0	81	746	125	11	8
6619	1978	Graduation	Married	38415	1	1	91	22	13	4	0
9081	1988	Graduation	Single	20518	1	0	58	4	6	4	1
178	1956	Graduation	Married	62503	0	1	40	478	193	110	75
916	1972	PhD	Single	41644	1	1	67	20	4	2	0
5512	1977	Master	Married	55842	0	1	19	451	39	0	4
8970	1972	PhD	Married	62010	0	1	93	371	39	6	0
10581	1977	Graduation	Married	41124	1	0	41	281	84	15	0
5300	1973	Master	Married	38961	1	0	60	19	19	0	1
5154	1972	Master	Divorced	37760	1	0	54	26	13	2	10
8346	1974	Graduation	Single	32233	1	0	26	138	35	25	11
1676	1975	Graduation	Married	43057	0	1	30	213	44	0	2
9286	1960	Master	Together	83151	0	0	93	407	100	120	74
2426	1964	PhD	Divorced	78825	0	0	35	483	114	169	37
5172	1976	Master	Together	65104	0	1	4	738	232	13	20
5562	1974	Graduation	Married	60093	0	1	92	502	109	16	6
3436	1969	Graduation	Married	14045	1	0	24	11	5	2	1
3921	1952	2n Cycle	Widow	28457	0	0	96	24	108	29	29
3403	1958	PhD	Together	78952	0	1	11	1170	594	99	76
22	1976	Graduation	Divorced	46310	1	0	99	185	88	15	5
10965	1955	Graduation	Together	76005	0	0	72	983	389	240	50
9426	1964	Master	Single	58308	0	1	77	691	69	10	0
6605	1944	PhD	Divorced	55614	0	0	85	504	131	8	0
3136	1962	Master	Divorced	59432	0	1	88	317	265	25	19
8737	1978	Graduation	Divorced	55563	0	1	22	29	9	2	0
11088	1971	PhD	Together	78642	0	1	83	1396	322	46	35
716	1949	PhD	Together	67911	0	1	63	529	356	63	28
466	1944	Graduation	Married	65275	0	0	9	388	218	91	14
9135	1950	Graduation	Together	27203	1	1	92	13	21	4	0
10623	1961	Master	Together	48330	0	1	2	28	4	0	0
8151	1990	Basic	Married	24279	0	0	6	16	21	20	62
5140	1985	PhD	Married	64355	1	0	66	1047	140	67	38
10160	1956	Master	Together	50943	0	1	49	31	7	2	0
4945	1953	Graduation	Widow	53653	0	0	29	815	239	28	10
10584	1976	Graduation	Married	65665	0	1	77	225	387	106	36
6071	1989	Graduation	Single	81217	0	0	77	493	324	146	40
3386	1992	Graduation	Married	34935	0	0	71	34	66	3	10
8939	1959	Graduation	Divorced	61250	0	1	49	382	65	60	26
9925	1981	PhD	Together	39665	1	0	97	127	56	0	1
4320	1979	Graduation	Single	60152	0	1	6	325	300	86	58
5389	1964	Graduation	Married	48920	0	2	93	238	68	8	10
6036	1959	Master	Together	89120	0	0	78	1168	408	72	129
182	1946	PhD	Together	44124	0	1	62	284	55	0	6
203	1975	Master	Single	81169	0	0	47	1288	613	80	61
11025	1961	Graduation	Married	36443	1	1	9	65	46	4	3
10203	1990	Graduation	Single	26095	1	0	77	11	9	3	1
4607	1959	Graduation	Together	71367	0	0	24	227	389	42	21
3711	1944	Master	Married	80184	0	0	19	1035	670	25	38
3696	1965	Graduation	Divorced	30630	1	1	67	27	12	2	0
2532	1987	Master	Single	73454	0	0	95	982	351	56	14
9214	1991	Graduation	Married	42691	0	0	48	179	64	38	17
4943	1953	Graduation	Married	70503	0	0	73	1379	216	0	33
35	1987	Graduation	Married	25545	1	0	35	32	64	16	12
2258	1986	Graduation	Married	32880	1	0	76	8	15	7	6
4322	1958	PhD	Together	77863	0	0	20	881	319	16	25
713	1977	Master	Married	50353	0	0	72	141	153	67	31
4702	1964	Graduation	Single	61839	0	0	20	1000	379	224	17
3281	1960	PhD	Married	49154	1	1	69	206	67	30	27
702	1975	2n Cycle	Widow	47682	0	1	80	162	83	97	57
2004	1969	Graduation	Single	72679	0	1	65	619	260	127	54
4769	1977	Master	Together	57954	1	1	52	456	24	0	0
4437	1962	Graduation	Married	65316	1	1	65	112	92	3	9
8724	1982	Graduation	Single	28567	1	0	57	11	22	2	2
10741	1951	Master	Together	47352	0	1	70	172	112	8	0
1991	1967	Graduation	Together	44931	0	1	0	78	11	0	0
6931	1967	Graduation	Divorced	76982	0	0	19	464	292	65	60
11096	1952	2n Cycle	Together	57247	0	1	50	99	32	37	54
304	1981	Master	Single	22944	1	0	67	19	19	4	5
3665	1977	2n Cycle	Together	25315	1	0	46	1	8	11	3
10591	1969	Graduation	Widow	43638	0	1	37	63	83	7	19
5036	1984	PhD	Single	42710	1	0	38	252	42	4	3
5547	1982	PhD	Married	84169	0	0	9	1478	403	0	19
7822	1976	Graduation	Together	54058	0	1	56	198	252	32	108
8541	1990	2n Cycle	Married	24683	1	0	98	8	10	6	7
10955	1964	Graduation	Widow	85620	0	0	68	416	925	60	107
4368	1980	Graduation	Married	47850	1	0	72	42	43	20	12
9671	1968	Graduation	Married	19514	1	1	47	14	21	2	1
2256	1973	Master	Married	27159	1	1	33	17	3	0	0
4279	1963	2n Cycle	Single	39548	1	1	87	15	10	3	4
5371	1989	Graduation	Single	21474	1	0	0	6	24	11	0
9240	1971	PhD	Single	60504	0	1	73	458	24	6	4
9460	1963	Graduation	Married	22419	0	0	74	30	47	19	21
9504	1949	Master	Married	81698	0	0	4	179	520	111	123
8692	1952	Graduation	Together	43462	1	1	50	90	97	15	6
448	1978	PhD	Single	54880	1	0	57	308	137	102	45
8314	1982	Graduation	Married	79908	0	0	30	557	761	29	185
8420	1970	2n Cycle	Married	15315	0	0	27	7	13	15	8
3174	1959	Graduation	Together	87771	0	1	61	1492	287	50	57
7685	1978	Graduation	Married	33039	1	0	4	30	12	8	8
3179	1980	Graduation	Single	81741	0	0	75	249	940	58	134
9780	1971	Master	Together	71499	0	1	12	465	132	136	0
10681	1970	2n Cycle	Married	62466	0	1	13	129	259	168	121
10232	1963	PhD	Divorced	48799	0	1	9	174	81	28	6
4184	1950	PhD	Together	52157	0	1	48	189	29	3	2
9120	1962	Graduation	Single	66565	0	1	80	747	161	65	40
891	1951	Master	Together	29298	1	1	60	6	2	2	0
10381	1979	Graduation	Single	47691	0	1	43	14	3	0	0
3525	1970	Graduation	Together	38200	1	1	19	12	4	0	0
6818	1974	Graduation	Married	44989	0	1	26	98	106	49	10
3526	1968	PhD	Married	38443	1	1	58	32	5	0	0
8181	1978	2n Cycle	Single	38593	1	0	42	51	49	17	24
1029	1970	PhD	Together	64413	0	1	27	200	44	0	10
7369	1981	Master	Married	36959	1	0	56	25	25	6	0
2574	1977	PhD	Married	61996	0	1	27	1050	144	0	0
8159	1968	Graduation	Married	51287	1	1	10	117	22	13	0
1160	1970	Graduation	Married	13260	1	1	48	9	17	10	2
10242	1966	PhD	Together	47472	1	1	39	56	11	0	0
5253	1956	Master	Together	54603	1	1	85	145	46	17	2
5966	1974	PhD	Married	45207	1	1	64	203	10	0	0
5314	1951	Graduation	Together	40689	0	1	69	270	27	39	6
5081	1967	2n Cycle	Together	47821	1	1	54	9	16	6	6
5123	1951	Master	Married	27450	0	0	57	37	23	8	11
5756	1983	Graduation	Together	39453	1	0	64	46	7	0	0
8036	1971	2n Cycle	Together	26850	1	1	10	31	13	7	2
9058	1955	Graduation	Widow	79800	0	0	65	1060	530	32	0
5057	1961	Master	Married	61794	0	1	74	264	188	54	47
254	1955	Graduation	Together	53863	0	1	4	399	30	6	4
4179	1959	Graduation	Together	24221	0	0	94	8	9	2	5
3710	1984	PhD	Single	39684	1	0	41	19	35	6	4
7627	1975	Master	Married	92163	0	0	25	817	797	106	163
4501	1965	Master	Single	69882	0	0	94	292	635	132	127
6424	1977	Graduation	Together	33178	1	0	9	12	2	11	2
3075	1972	PhD	Married	59973	0	0	47	130	168	20	34
4992	1975	Master	Together	17459	1	0	12	6	16	3	10
5252	1969	Graduation	Divorced	23910	1	0	80	16	18	7	1
7444	1969	Master	Married	42169	1	1	20	19	9	0	0
6919	1978	2n Cycle	Married	26224	1	0	39	4	15	13	9
3537	1981	Graduation	Together	31089	1	0	57	31	31	2	8
10277	1961	Graduation	Single	30081	0	1	27	36	2	0	0
2453	1960	Graduation	Together	62807	0	1	83	526	135	10	21
7972	1955	Graduation	Single	72906	0	0	79	400	519	71	75
895	1948	PhD	Married	61467	0	2	69	410	114	0	5
1177	1966	Master	Together	49618	1	1	77	80	26	4	2
7141	1986	Master	Single	21888	1	0	15	88	46	2	3
7232	1973	Graduation	Widow	42429	0	1	99	55	6	2	0
8477	1956	Graduation	Divorced	26150	2	1	61	5	13	3	5
2457	1975	Basic	Married	30801	0	1	23	8	5	15	2
988	1965	Graduation	Married	81168	0	0	84	410	592	147	22
7930	1969	Master	Single	26877	0	0	74	101	76	20	18
4587	1944	Master	Widow	45006	0	0	90	162	53	16	0
6682	1973	Basic	Married	18978	1	0	41	2	1	4	7
6222	1967	Graduation	Married	22574	2	1	28	25	8	2	0
10299	1969	PhD	Single	48240	0	0	73	389	248	64	49
3083	1974	Graduation	Married	45837	1	1	88	215	87	17	17
8953	1965	Master	Single	35791	2	1	94	27	5	0	0
1503	1976	PhD	Together	162397	1	1	31	85	16	2	1
8650	1978	Graduation	Widow	54162	1	1	31	5	10	6	5
10862	1960	Master	Married	30522	0	1	6	179	83	19	11
2782	1961	PhD	Married	54456	0	1	23	352	27	10	0
6941	1971	Graduation	Single	31632	0	0	92	17	12	11	15
10972	1949	Graduation	Widow	72298	0	0	52	625	169	58	17
10708	1978	2n Cycle	Single	36975	1	0	50	10	11	0	4
6583	1955	2n Cycle	Married	72635	0	0	54	390	323	104	35
3641	1976	Graduation	Married	13624	1	0	93	10	15	2	1
10156	1975	Graduation	Single	84196	0	1	56	215	507	231	31
4299	1960	Graduation	Together	70971	0	1	28	1001	572	93	125
3469	1977	PhD	Divorced	34487	1	1	94	19	33	24	1
5063	1977	Graduation	Single	28769	1	0	76	41	129	10	3
10727	1970	PhD	Married	69084	1	0	43	1181	199	39	30
9624	1958	PhD	Together	65488	0	0	46	603	207	36	18
5156	1970	2n Cycle	Married	62466	0	1	13	129	259	168	121
4376	1960	2n Cycle	Single	32218	0	0	27	10	15	13	1
8923	1973	Graduation	Single	83917	0	0	12	514	732	42	198
8461	1962	Graduation	Divorced	46102	2	1	3	14	1	0	0
6945	1952	Graduation	Single	84574	0	0	72	387	713	38	54
944	1962	Graduation	Married	56181	0	1	6	121	69	8	44
1907	1950	Master	Divorced	63120	0	1	53	965	279	54	41
701	1971	Graduation	Married	73691	0	1	58	707	250	85	43
3856	1960	Graduation	Together	63381	0	1	78	571	142	33	50
4149	1948	PhD	Together	76140	0	0	57	586	653	17	0
2131	1959	PhD	Divorced	62859	0	1	37	1063	102	16	12
2942	1964	Graduation	Single	45906	0	1	20	305	27	4	3
1173	1947	Master	Together	77632	0	0	73	1200	758	0	42
4381	1971	PhD	Married	46463	1	1	56	163	40	8	11
4611	1970	Graduation	Together	105471	0	0	36	1009	104	202	21
3376	1970	Master	Divorced	55282	1	0	9	125	73	8	4
4679	1977	Master	Married	78710	0	1	42	721	152	119	50
10928	1958	Graduation	Together	66886	0	1	28	315	62	41	31
4248	1960	Master	Single	98777	0	0	23	1000	711	125	115
6728	1985	Graduation	Together	29103	1	0	38	16	17	6	3
6661	1974	Graduation	Married	67445	0	1	63	757	217	29	80
4725	1950	PhD	Together	50616	0	1	71	30	25	0	1
3277	1955	Graduation	Divorced	49431	0	1	9	219	100	26	0
5555	1975	Graduation	Divorced	153924	0	0	81	1	1	1	1
2564	1953	Graduation	Together	61278	0	1	87	111	28	2	6
946	1958	2n Cycle	Together	26490	0	0	92	45	52	21	20
3867	1947	PhD	Together	73059	0	1	36	410	420	0	82
6940	1966	PhD	Single	46734	1	2	86	100	39	6	1
55	1963	Graduation	Together	56253	0	1	83	509	65	7	11
7093	1985	Graduation	Married	19986	1	0	74	3	5	0	2
5084	1975	Graduation	Widow	58330	0	1	87	445	213	104	98
1777	1980	Basic	Married	25965	0	0	29	2	11	41	7
8162	1956	Master	Together	14661	0	0	88	4	11	6	2
10826	1959	Graduation	Married	18690	0	0	77	6	7	23	4
8754	1974	PhD	Together	45068	0	1	25	14	3	0	0
1987	1987	Basic	Single	21063	1	0	34	1	11	19	3
11007	1968	PhD	Married	29187	1	0	43	26	6	0	0
7426	1971	2n Cycle	Married	54690	1	1	76	111	37	7	9
9153	1964	PhD	Married	59304	0	1	81	418	428	80	51
10379	1962	Master	Single	59247	0	2	87	327	122	19	14
9204	1970	Graduation	Widow	66731	0	1	33	371	194	58	106
3197	1980	Graduation	Married	77353	0	1	38	275	107	69	101
2920	1975	PhD	Single	52614	0	1	63	789	142	12	9
6961	1974	Graduation	Married	26751	2	0	26	1	5	0	3
4673	1963	PhD	Married	81300	0	1	17	1004	145	32	12
9937	1979	Graduation	Single	70337	0	0	75	187	149	25	43
8779	1985	2n Cycle	Married	36145	1	0	13	56	76	17	1
9596	1980	PhD	Single	65295	0	0	19	365	117	34	110
2891	1963	Graduation	Divorced	68118	0	1	51	595	123	10	23
4910	1967	Graduation	Divorced	68743	0	0	81	1132	384	175	134
75	1982	2n Cycle	Together	41039	0	0	32	34	137	179	61
10120	1955	Graduation	Together	38946	0	1	84	116	82	6	6
6327	1967	Graduation	Together	65777	0	0	87	565	435	28	32
10142	1976	PhD	Divorced	66476	0	1	99	372	126	47	48
9826	1972	PhD	Single	86857	0	0	96	899	838	133	102
1501	1982	PhD	Married	160803	0	0	21	55	1622	17	3
10767	1989	PhD	Together	77845	0	0	40	760	480	0	40
7279	1969	PhD	Together	69476	0	0	3	260	559	63	9
7230	1960	PhD	Divorced	50611	0	1	98	459	24	6	0
143	1970	Graduation	Single	61209	0	0	73	466	224	119	49
450	1958	Master	Together	42315	0	1	90	67	80	17	11
9316	1952	Basic	Together	13084	0	0	29	2	7	3	7
6379	1949	Master	Widow	47570	1	1	3	67	20	0	2
9239	1961	Master	Married	61923	0	2	94	92	18	3	3
8315	1995	Graduation	Single	34824	0	0	65	4	11	2	0
2868	1949	PhD	Single	26518	1	1	33	20	28	3	3
10888	1961	Graduation	Single	45938	0	0	46	273	178	62	83
1277	1960	Graduation	Together	78468	0	0	29	434	388	104	22
9977	1973	Graduation	Divorced	78901	0	1	99	321	309	33	26
10196	1978	Graduation	Married	71427	2	0	26	212	177	15	64
6384	1978	Graduation	Divorced	71022	0	1	30	909	278	0	12
8029	1988	Master	Single	90247	0	0	27	1184	352	21	16
968	1968	Master	Divorced	41335	1	0	24	112	21	16	14
6988	1986	Graduation	Married	71952	1	0	93	656	455	52	107
4472	1970	PhD	Divorced	35682	1	0	34	23	8	6	2
6991	1951	Graduation	Divorced	43185	0	1	88	537	42	16	6
3336	1948	PhD	Together	66375	0	1	96	712	45	0	0
4301	1971	Master	Married	35178	1	0	10	23	13	2	2
1940	1986	Graduation	Married	25252	1	0	26	1	4	2	2
1272	1965	Master	Single	55250	0	1	49	664	83	32	0
1388	1975	Graduation	Single	33249	1	0	11	6	21	19	14
1044	1953	Graduation	Together	58398	0	0	44	299	201	21	21
6969	1982	Graduation	Together	50272	1	0	75	99	66	43	8
10479	1975	PhD	Married	76618	0	0	64	749	294	121	160
3619	1960	2n Cycle	Divorced	87305	0	0	19	345	501	63	138
1715	1978	Graduation	Together	25851	1	0	45	9	18	7	5
10159	1970	Graduation	Divorced	58710	0	1	77	440	368	0	122
1463	1958	Graduation	Single	45160	1	1	9	8	5	3	0
5114	1965	Master	Married	74806	0	1	1	670	249	0	28
4990	1954	Graduation	Married	59111	0	0	90	524	134	28	28
4329	1984	PhD	Married	18988	1	0	43	6	6	2	1
10936	1965	Graduation	Married	72190	0	0	79	597	597	172	166
4692	1976	Graduation	Married	7500	1	0	19	7	12	13	7
7212	1966	Graduation	Married	44794	0	1	99	54	7	0	0
6086	1955	Graduation	Married	80395	0	0	62	445	706	80	76
437	1976	Master	Divorced	75012	0	0	41	294	218	164	58
11171	1965	Master	Married	56962	2	1	60	292	77	10	3
11101	1991	Graduation	Together	89891	0	0	17	412	132	59	28
5329	1949	PhD	Divorced	35946	1	1	24	8	3	0	0
610	1953	PhD	Together	53593	1	1	60	349	78	6	0
9384	1978	Graduation	Married	66373	1	1	57	328	124	12	24
5956	1948	PhD	Divorced	45072	1	2	74	144	99	7	2
10430	1973	Graduation	Divorced	89694	1	1	22	1126	211	37	28
7875	1949	Graduation	Married	72025	0	0	46	967	617	43	50
7072	1973	Graduation	Married	67432	0	1	69	432	341	177	136
6255	1952	Master	Together	70545	0	1	29	138	63	55	18
6516	1989	Basic	Married	17487	1	0	37	0	1	7	4
5564	1969	Graduation	Together	62882	0	1	26	509	497	78	24
5682	1953	PhD	Single	64108	0	1	8	948	86	13	21
7458	1956	Master	Together	34941	1	1	26	39	25	4	3
5237	1950	PhD	Single	48767	1	2	79	28	21	3	0
7761	1978	2n Cycle	Together	38702	1	0	71	13	24	13	8
5278	1964	Graduation	Married	82224	0	0	83	307	360	138	31
3560	1952	Graduation	Together	83844	0	0	57	901	345	75	31
7235	1975	2n Cycle	Married	17003	1	0	37	2	12	4	8
10548	1995	Graduation	Single	71163	0	0	30	283	372	138	106
2281	1970	Graduation	Single	33697	1	0	34	4	7	0	3
4073	1954	2n Cycle	Married	63564	0	0	0	769	252	15	34
6974	1972	PhD	Together	83443	0	0	89	518	742	55	56
7938	1958	PhD	Together	51518	0	1	92	350	66	17	4
7094	1975	Graduation	Widow	58330	0	1	87	445	213	104	98
3667	1969	Graduation	Married	80952	0	0	20	778	689	41	27
7723	1979	Graduation	Together	75507	0	0	56	709	374	104	80
3870	1978	2n Cycle	Together	63855	0	0	28	359	314	93	116
4012	1972	PhD	Together	62220	0	1	55	799	375	16	12
5909	1964	Graduation	Married	58512	0	1	25	895	101	13	0
10470	1979	Master	Married	40662	1	0	0	40	23	0	4
6488	1959	PhD	Married	38829	0	1	86	76	7	0	0
10270	1981	2n Cycle	Married	35523	1	0	8	11	22	12	5
6887	1967	Graduation	Single	79146	1	1	33	245	223	21	43
6406	1988	Master	Married	78285	0	0	13	647	391	175	67
7573	1978	PhD	Single	31626	1	0	12	39	9	2	1
4508	1952	Graduation	Single	75127	0	0	92	203	305	46	17
221	1955	Graduation	Married	48726	0	1	90	138	38	4	0
5331	1977	Graduation	Married	74985	0	0	8	587	898	247	0
1911	1987	Graduation	Together	67430	0	0	6	595	291	127	133
20	1965	2n Cycle	Married	46891	0	1	91	43	23	29	15
8786	1956	Master	Married	62058	0	1	52	301	74	10	0
10582	1979	Graduation	Married	72063	0	1	3	180	348	76	32
1915	1951	PhD	Married	78939	0	0	57	794	243	150	0
8897	1965	Graduation	Single	42720	1	1	9	392	91	28	26
2371	1972	Graduation	Married	33622	1	1	22	39	22	3	4
4303	1957	PhD	Together	6835	0	1	76	107	12	2	2
6825	1953	Graduation	Together	41452	1	1	86	13	3	0	0
1072	1965	PhD	Single	40760	0	1	64	70	17	0	0
4964	1958	PhD	Together	74250	0	0	90	680	392	75	0
2461	1955	Master	Single	51124	1	1	79	26	11	0	1
10736	1971	Graduation	Single	72258	0	1	28	522	522	227	120
3194	1974	PhD	Single	71466	0	0	86	412	546	78	182
10839	1976	Graduation	Together	36283	1	1	42	6	5	8	0
49	1970	Graduation	Single	20587	1	0	39	2	6	4	1
4290	1972	Graduation	Married	30467	1	0	8	1	8	2	5
10219	1972	Graduation	Together	31590	1	0	40	6	15	6	6
4211	1986	Basic	Married	20425	1	0	5	4	5	3	16
1135	1960	Master	Together	17144	1	1	96	18	19	0	2
6299	1968	PhD	Divorced	42564	0	1	28	324	186	39	18
10846	1978	Master	Married	43783	1	0	22	327	125	25	4
347	1976	Graduation	Divorced	40780	0	1	30	229	71	13	3
6543	1945	Master	Together	62847	0	0	45	521	706	80	76
10446	1957	PhD	Married	82017	0	0	58	184	446	30	23
3479	1950	Graduation	Single	16813	0	0	49	4	11	12	2
11075	1978	Graduation	Married	51267	1	1	37	183	64	7	2
4442	1961	Graduation	Single	46524	0	1	70	31	35	26	14
199	1962	Master	Single	45183	0	0	33	219	60	12	9
6722	1954	PhD	Married	70421	0	1	98	479	136	75	14
796	1965	2n Cycle	Divorced	60161	0	1	17	584	212	46	8
3749	1973	Graduation	Together	73926	0	0	54	627	597	159	91
8523	1968	Graduation	Married	19329	1	0	39	24	16	12	2
310	1970	Master	Married	61872	0	1	81	330	159	36	27
8629	1956	Graduation	Widow	46984	1	1	71	19	10	2	1
236	1951	Graduation	Married	34838	1	1	62	28	29	29	14
9930	1944	PhD	Single	82716	0	0	8	606	228	15	148
3483	1958	Graduation	Married	48192	0	0	76	1039	204	153	58
4599	1976	Master	Married	49681	0	2	66	411	26	0	0
7326	1971	Master	Married	56850	0	1	83	34	19	2	7
7352	1957	Graduation	Married	55267	0	1	28	161	136	32	3
2350	1972	Graduation	Married	59666	1	1	87	623	178	23	17
9145	1972	Graduation	Single	72504	0	1	43	604	470	123	161
2964	1981	Graduation	Married	26872	0	0	0	3	8	3	16
5585	1972	Graduation	Single	21359	1	0	1	12	17	6	1
9687	1975	Graduation	Single	73170	0	0	1	184	256	50	30
3732	1955	Master	Married	52750	0	1	72	393	239	90	69
6303	1986	PhD	Together	91820	0	0	72	410	747	76	161
11176	1970	PhD	Together	65968	0	1	12	376	83	19	4
2986	1976	Graduation	Married	30772	1	1	89	7	4	2	1
7462	1954	Graduation	Single	22507	0	0	67	68	226	51	157
3900	1972	Graduation	Married	65685	0	1	54	642	49	0	7
7034	1978	2n Cycle	Married	25804	1	0	34	8	9	13	6
9493	1980	PhD	Single	76412	0	0	15	840	804	23	71
1143	1972	Graduation	Married	22063	1	0	43	7	13	3	11
1	1961	Graduation	Single	57091	0	0	0	464	64	7	0
3855	1963	Graduation	Married	22419	0	0	74	30	47	19	21
5536	1959	Graduation	Together	87771	0	1	61	1492	287	50	57
5989	1959	2n Cycle	Divorced	78353	0	1	51	752	476	39	153
9499	1954	Graduation	Married	93404	1	2	97	1279	287	20	0
6768	1962	Graduation	Divorced	37859	1	2	75	22	8	2	1
2150	1958	PhD	Widow	80995	0	1	83	860	409	73	56
6646	1984	Graduation	Together	16529	1	0	23	3	5	13	0
4887	1976	PhD	Divorced	55412	1	1	65	10	28	11	1
8560	1992	Graduation	Single	48789	0	0	94	351	156	7	5
3321	1967	PhD	Together	56575	0	2	42	421	90	0	16
11003	1980	2n Cycle	Together	25130	1	0	10	2	7	0	18
10402	1967	Graduation	Married	35441	1	1	94	25	9	2	1
9904	1956	Graduation	Married	71391	0	1	50	336	274	46	123
6141	1972	Master	Single	49494	1	0	46	191	97	0	6
5687	1980	Graduation	Divorced	81702	0	0	98	563	774	28	31
10856	1980	2n Cycle	Single	45889	0	1	42	31	6	0	1
5121	1977	Graduation	Single	56628	0	1	30	479	82	7	17
4186	1950	Graduation	Together	34026	1	1	11	18	15	12	8
368	1974	Graduation	Married	40049	0	1	61	91	52	10	44
3312	1988	Graduation	Single	34176	1	0	12	5	24	19	14
11121	1981	Graduation	Married	19419	1	0	76	2	28	16	3
5332	1960	2n Cycle	Married	82504	0	0	2	362	431	134	35
5848	1970	Graduation	Together	81205	0	0	43	724	929	97	55
10343	1991	2n Cycle	Single	61618	0	0	27	605	399	0	45
5935	1956	Master	Single	55284	0	1	60	547	140	0	7
2895	1963	Graduation	Single	49980	0	1	79	104	54	13	9
10262	1980	Graduation	Married	15072	2	0	96	8	15	0	10
7848	1974	Graduation	Single	49166	0	1	17	224	25	7	0
9477	1954	PhD	Married	65324	0	1	0	384	102	21	32
4856	1957	2n Cycle	Married	82347	0	0	38	556	845	202	133
7186	1966	PhD	Together	30843	1	1	43	24	2	0	0
5794	1974	PhD	Married	46374	0	1	1	408	21	0	0
1456	1979	Graduation	Single	60474	0	1	25	265	303	234	9
4877	1973	Master	Married	38576	0	1	2	34	7	0	0
425	1985	Graduation	Married	55357	2	0	66	374	116	84	25
3007	1966	Graduation	Together	37758	1	1	49	27	10	0	0
1031	1989	2n Cycle	Married	85710	0	0	5	600	350	29	30
4297	1969	Graduation	Together	23228	1	0	71	13	18	6	1
807	1969	Master	Together	44602	1	1	35	167	89	0	0
9553	1987	Graduation	Married	7500	0	0	94	0	3	4	1
4271	1989	2n Cycle	Together	38683	1	0	80	46	69	84	41
4120	1975	2n Cycle	Single	49514	1	0	61	88	78	58	13
2036	1973	PhD	Together	57906	0	1	29	243	119	10	3
115	1966	Master	Single	43456	0	1	0	275	68	25	7
4259	1986	Master	Single	19485	2	0	80	6	4	0	0
8687	1978	Graduation	Together	53172	0	1	54	121	90	68	20
2447	1979	Graduation	Together	30545	1	0	71	4	15	19	7
10140	1983	PhD	Together	70123	0	0	27	1308	396	23	0
9353	1959	Graduation	Single	62450	0	1	61	515	267	62	66
3623	1976	Graduation	Together	21675	1	0	55	4	16	17	4
738	1981	2n Cycle	Single	42395	1	1	35	48	57	24	15
7631	1978	Master	Together	61346	1	0	34	562	168	43	16
4789	1953	Graduation	Together	80812	0	0	95	769	500	210	143
773	1971	Master	Divorced	42835	1	1	64	379	93	12	9
10602	1983	Graduation	Married	39922	1	0	30	29	59	19	1
1446	1956	Master	Single	86424	0	0	12	387	569	89	45
3270	1978	2n Cycle	Together	17117	1	0	96	12	38	30	18
8443	1972	Graduation	Single	24762	1	0	16	6	12	3	15
9653	1975	Graduation	Married	35797	0	1	16	27	14	4	1
8916	1975	Graduation	Divorced	36627	2	0	78	9	5	0	0
8017	1981	2n Cycle	Married	51111	1	1	83	22	19	6	5
5830	1972	PhD	Single	86857	0	0	96	899	838	133	102
4597	1970	PhD	Together	82072	0	0	67	889	685	168	92
7023	1953	PhD	Single	46231	2	1	87	189	55	0	5
8086	1959	Graduation	Married	42243	1	1	34	48	2	0	0
8825	1962	Graduation	Together	51195	1	1	46	230	156	82	24
2930	1978	Master	Single	68092	0	0	7	852	207	78	36
1928	1973	Graduation	Married	31814	1	0	73	35	20	4	1
7108	1965	Master	Widow	51390	1	1	54	205	47	23	2
10925	1983	Graduation	Married	76630	0	0	93	255	446	40	56
9960	1991	Basic	Single	26868	1	0	52	0	1	8	3
8800	1943	PhD	Divorced	48948	0	0	53	437	206	160	49
9224	1972	PhD	Single	55260	0	1	81	825	53	11	0
5519	1956	Graduation	Together	64090	0	1	8	316	161	76	51
5046	1958	Graduation	Divorced	78331	0	1	97	756	354	160	169
7037	1974	PhD	Married	37087	1	0	50	194	134	15	0
905	1986	Graduation	Divorced	21846	1	0	38	7	18	6	10
8624	1958	Graduation	Married	81320	0	0	61	183	493	59	103
8945	1970	Graduation	Divorced	54137	0	1	46	171	11	0	1
6445	1967	Graduation	Together	66825	0	0	73	243	405	29	40
2727	1973	Graduation	Together	57100	0	0	19	181	69	39	3
6404	1969	Graduation	Together	58917	1	2	10	151	89	0	7
11074	1977	Graduation	Single	85072	0	0	94	494	391	194	11
10150	1961	Graduation	Single	86429	0	0	10	464	873	29	18
1968	1971	Graduation	Widow	45684	1	0	37	5	5	10	0
6534	1974	Graduation	Together	47889	1	0	94	29	29	0	5
9485	1986	PhD	Married	45921	0	0	23	102	49	24	3
7053	1966	PhD	Single	78420	0	0	75	604	674	91	28
4654	1992	Graduation	Together	75114	0	0	40	571	523	63	60
9760	1963	PhD	Widow	52278	0	1	24	953	71	0	0
1048	1972	Master	Married	35641	1	0	11	63	67	8	9
10619	1994	Graduation	Single	95529	0	0	29	770	890	250	27
9308	1954	Graduation	Married	62820	0	0	51	398	265	138	61
10505	1960	Master	Together	73113	0	0	86	741	154	50	9
8362	1982	PhD	Married	84169	0	0	9	1478	403	0	19
2625	1954	2n Cycle	Single	42607	0	1	30	156	56	30	32
4637	1954	PhD	Single	74637	0	0	73	960	464	146	0
9972	1955	PhD	Together	46015	1	1	25	38	2	0	0
4483	1993	Graduation	Single	72354	0	0	67	315	473	220	12
4487	1969	Master	Single	39858	1	0	67	15	25	2	7
4988	1948	PhD	Married	34469	1	1	58	19	20	0	5
8931	1986	Graduation	Together	83033	1	0	82	812	431	237	149
5871	1979	Master	Together	24401	0	0	98	73	217	10	24
2008	1978	Graduation	Married	77583	0	0	93	372	384	250	12
3139	1982	2n Cycle	Single	74116	0	0	53	871	704	145	55
10037	1993	Graduation	Single	74293	0	0	66	375	335	93	91
10673	1976	PhD	Married	68397	0	1	6	760	466	17	13
5303	1974	PhD	Together	79632	0	0	42	471	510	99	21
538	1989	Graduation	Single	46107	1	0	78	31	27	16	9
7922	1951	PhD	Single	64950	0	1	29	819	72	12	0
5692	1989	Basic	Married	25443	1	0	82	1	3	8	9
4843	1952	Graduation	Single	75127	0	0	92	203	305	46	17
6383	1971	PhD	Together	32892	1	0	78	26	15	2	1
1628	1971	Graduation	Together	71796	0	0	54	354	311	167	75
1204	1970	PhD	Married	67536	0	1	45	1253	447	23	71
3673	1971	Graduation	Single	55239	0	1	59	371	238	23	24
760	1975	PhD	Divorced	60554	1	0	8	588	76	110	15
8957	1952	2n Cycle	Single	64831	1	1	51	480	249	75	86
4128	1962	PhD	Together	56067	0	1	51	517	54	16	6
6810	1983	Graduation	Divorced	82025	0	0	76	267	606	48	70
5386	1953	Graduation	Together	94384	0	0	62	1111	790	160	45
8700	1986	Basic	Single	14906	0	0	86	7	14	7	16
3202	1987	PhD	Married	51563	0	0	60	1166	48	0	0
1328	1982	2n Cycle	Married	57937	0	1	56	261	144	55	48
8405	1979	Graduation	Divorced	68274	1	1	83	135	51	23	25
6515	1977	Graduation	Together	39771	1	0	92	6	18	2	8
2882	1975	2n Cycle	Divorced	67893	0	1	31	711	142	49	18
7574	1979	PhD	Together	27922	1	0	80	11	13	2	4
6387	1976	PhD	Together	52190	1	1	39	42	17	0	0
5320	1973	Master	Divorced	44051	1	1	20	79	58	6	3
5048	1971	PhD	Single	42767	2	0	53	20	43	19	5
8146	1976	Master	Together	46106	1	1	84	30	8	2	0
10031	1976	PhD	Married	16927	1	1	50	20	23	3	1
5748	1965	Graduation	Married	59754	0	1	96	115	44	4	146
2134	1952	Graduation	Single	53700	0	1	94	263	233	69	41
1523	1973	Graduation	Married	59041	1	1	25	69	15	2	2
9665	1957	PhD	Divorced	54237	0	1	48	267	30	4	0
4640	1967	Graduation	Divorced	70647	0	1	65	561	171	25	123
3635	1962	PhD	Single	52597	0	1	69	492	37	7	0
3547	1969	Master	Together	41021	1	0	12	14	9	6	16
2456	1975	PhD	Married	40233	0	1	84	80	46	0	17
5633	1980	Graduation	Married	50183	1	1	47	97	84	13	10
7801	1959	Graduation	Together	54753	0	1	87	197	227	7	59
10489	1973	Graduation	Married	92955	0	0	35	693	925	31	24
7011	1973	Graduation	Married	33471	1	0	47	43	27	0	9
2620	1974	PhD	Married	34596	1	0	48	14	2	0	0
3933	1980	Graduation	Together	44010	1	0	46	186	234	86	72
10981	1988	Graduation	Married	84219	0	0	27	434	400	45	137
1734	1968	PhD	Together	40706	2	1	37	59	11	4	2
10995	1988	2n Cycle	Married	15716	1	0	8	16	30	8	7
6357	1959	2n Cycle	Divorced	59052	0	1	29	230	75	63	57
9209	1971	Master	Together	80573	0	0	85	829	430	60	92
10286	1962	Graduation	Married	83715	0	0	2	318	407	150	35
2611	1959	Master	Together	82576	0	0	66	1206	445	168	18
1600	1965	Master	Married	56962	2	1	60	292	77	10	3
3308	1952	Graduation	Married	35704	1	1	54	30	12	2	11
5407	1954	Graduation	Together	53103	0	1	70	729	133	11	0
2166	1960	2n Cycle	Widow	46779	1	1	55	12	3	0	0
3955	1965	Graduation	Divorced	4861	0	0	20	2	1	1	0
6634	1979	Master	Divorced	33462	1	0	78	22	18	0	0
3056	1978	Graduation	Divorced	63693	0	1	63	587	337	42	87
5718	1950	Graduation	Married	80763	0	0	17	674	108	192	42
6872	1974	PhD	Married	65352	0	1	43	284	84	4	7
8164	1978	PhD	Married	82170	0	0	13	1023	651	49	55
4580	1969	Graduation	Married	75759	0	0	46	1394	708	89	91
9305	1976	2n Cycle	Single	79689	0	0	65	311	640	180	37
453	1956	PhD	Widow	35340	1	1	1	27	12	0	1
8545	1954	Graduation	Divorced	85683	0	0	6	1296	311	45	69
9850	1972	2n Cycle	Married	24884	1	0	32	3	7	0	0
7378	1981	Master	Together	42021	1	0	34	393	136	7	5
7646	1989	Graduation	Single	64449	1	0	70	218	282	137	35
1640	1954	Graduation	Divorced	64587	1	1	49	66	16	0	6
5184	1995	Graduation	Single	34824	0	0	65	4	11	2	0
8492	1978	Graduation	Together	75437	0	0	25	795	545	95	58
11188	1957	Graduation	Together	26091	1	1	84	15	19	8	17
1212	1973	Graduation	Married	52845	1	0	7	384	292	130	41
9097	1956	Graduation	Divorced	46086	0	1	34	244	32	7	2
10473	1956	PhD	Widow	78028	0	1	38	158	288	25	0
7962	1987	PhD	Single	95169	0	0	1	1285	449	106	20
9984	1981	2n Cycle	Married	56337	1	1	25	349	144	28	5
5527	1987	Graduation	Together	22434	1	0	25	4	11	3	13
6374	1954	PhD	Married	36930	0	1	50	223	31	0	2
7453	1954	Graduation	Single	36130	0	1	46	157	127	68	56
8952	1953	Master	Married	65569	0	1	96	397	288	20	38
241	1952	Graduation	Together	83844	0	0	57	901	345	75	31
8975	1968	Graduation	Married	19514	1	1	47	14	21	2	1
6119	1963	PhD	Single	36736	1	1	52	10	3	0	0
5236	1979	Graduation	Together	77568	0	1	30	1230	396	232	178
5723	1976	PhD	Together	49187	0	1	63	81	31	2	1
1710	1978	Graduation	Single	30168	1	0	51	154	66	0	12
1970	1968	Master	Together	34053	0	1	14	63	21	7	0
5313	1971	Master	Married	38196	1	1	20	30	11	0	0
10634	1951	Master	Married	59412	0	0	56	90	165	30	43
7010	1965	2n Cycle	Married	70924	0	0	41	635	254	132	152
8562	1969	Graduation	Together	54165	0	0	72	127	73	15	6
3158	1973	Graduation	Married	32300	1	0	1	13	6	6	5
4436	1976	Graduation	Single	20180	0	0	27	18	24	15	20
5287	1973	Graduation	Married	34961	1	0	77	45	26	4	1
2445	1974	PhD	Together	28440	1	0	87	38	24	0	0
6059	1953	PhD	Together	64504	1	2	81	986	168	16	0
4550	1966	Master	Together	33564	0	1	51	61	3	0	0
4240	1978	Graduation	Married	17345	1	0	79	4	16	17	0
8911	1967	PhD	Married	56320	0	1	11	201	172	116	77
3706	1978	Graduation	Single	28647	1	0	54	19	29	0	12
3628	1987	Basic	Single	15038	1	0	93	4	11	19	12
10175	1958	PhD	Divorced	32173	0	1	0	18	2	0	0
8985	1964	2n Cycle	Together	68316	0	1	54	806	161	120	11
5204	1971	Graduation	Together	74538	0	0	21	380	733	110	112
9220	1971	Graduation	Single	91700	0	0	58	576	961	125	115
9888	1969	Graduation	Together	68695	0	0	3	458	356	106	50
5263	1977	2n Cycle	Married	31056	1	0	99	5	13	3	8
1020	1973	Graduation	Married	79593	0	0	70	350	568	110	133
9503	1980	Graduation	Single	28071	0	0	65	39	130	41	26
10613	1958	PhD	Together	37334	1	1	44	26	16	2	2
67	1972	Master	Single	46423	1	1	6	68	16	0	0
6019	1971	PhD	Married	37126	1	0	9	45	9	4	4
5863	1953	Graduation	Married	47703	0	1	95	359	134	13	26
3717	1959	Graduation	Married	61180	0	1	70	403	29	6	24
6730	1954	Graduation	Married	38998	1	1	92	34	14	0	0
10749	1991	Graduation	Single	8028	0	0	62	73	66	7	12
4998	1962	Graduation	Together	76081	0	0	85	292	415	63	33
6287	1986	Graduation	Together	34728	1	0	2	14	16	0	0
5985	1965	Master	Single	33168	0	1	0	80	37	0	1
4754	1966	Master	Married	33585	0	1	91	30	33	13	6
4002	1960	PhD	Married	77037	0	1	3	463	333	168	53
8870	1984	Graduation	Together	35196	1	0	68	75	141	43	39
966	1966	Graduation	Married	44529	0	1	98	538	91	17	6
4767	1965	2n Cycle	Married	70924	0	0	41	635	254	132	152
9725	1966	PhD	Together	28764	1	1	16	8	3	0	0
4475	1949	PhD	Married	69098	0	0	82	1315	780	145	0
5740	1970	2n Cycle	Divorced	25959	1	1	1	4	12	7	5
5731	1983	Master	Married	27100	1	0	64	12	13	2	0
7290	1985	Graduation	Single	70596	0	0	68	347	534	17	0
3846	1974	Graduation	Married	42557	0	1	98	192	53	0	5
8104	1951	PhD	Married	53312	0	0	32	241	12	0	0
4507	1952	Graduation	Single	72228	0	0	87	631	491	30	14
11013	1987	Graduation	Together	67605	0	0	84	336	282	184	54
4491	1949	Master	Married	62845	1	1	3	1099	45	0	0
3759	1958	Graduation	Together	65196	0	2	34	743	181	12	0
1162	1987	PhD	Single	42000	0	0	23	124	267	85	59
2055	1973	PhD	Divorced	35860	1	1	37	15	8	4	2
10766	1964	PhD	Married	65526	0	1	22	397	69	12	0
4415	1961	Graduation	Married	16860	1	1	19	10	4	3	3
3005	1992	Graduation	Single	83528	0	0	7	530	678	134	44
2223	1965	2n Cycle	Divorced	64176	0	1	52	1215	249	64	116
4817	1956	Graduation	Divorced	22304	0	0	91	3	7	0	4
2875	1978	Graduation	Married	67023	0	0	93	444	382	11	8
10536	1971	PhD	Together	32892	1	0	78	26	15	2	1
11112	1966	Graduation	Together	70713	0	1	23	736	279	82	76
3807	1955	Graduation	Together	59925	0	1	83	473	176	19	21
9197	1953	Graduation	Married	39722	0	1	92	32	5	2	0
10832	1958	Graduation	Together	46610	0	0	4	288	30	4	10
6421	1961	Graduation	Together	88347	0	0	32	1050	555	77	138
4207	1981	PhD	Married	87171	0	0	27	1001	107	58	44
577	1976	2n Cycle	Together	26907	1	1	10	9	7	0	3
10855	1968	Master	Single	50014	1	0	9	234	77	19	10
3081	1978	PhD	Married	41014	1	0	65	7	6	2	0
3535	1965	Graduation	Single	66294	0	0	68	251	334	65	92
247	1971	Graduation	Married	36715	1	0	16	172	125	21	13
8707	1956	Graduation	Married	79456	0	0	12	565	548	64	83
9523	1982	Graduation	Together	40479	1	0	95	5	8	2	0
6072	1970	Master	Single	75345	0	0	16	918	842	99	38
6295	1977	Graduation	Married	54233	0	1	46	652	158	21	0
10914	1970	Graduation	Single	24163	1	1	3	4	7	2	1
1509	1958	PhD	Together	84460	0	0	80	152	103	106	54
5577	1983	Graduation	Together	43776	1	0	77	8	9	2	1
7348	1958	PhD	Single	71691	0	0	0	336	411	240	32
1127	1973	PhD	Married	85844	0	0	62	938	843	25	95
1833	1974	PhD	Single	39190	1	0	91	68	18	19	8
4944	1959	Graduation	Together	71367	0	0	24	227	389	42	21
9080	1972	PhD	Single	38578	1	1	2	38	22	3	3
6466	1965	PhD	Married	57236	1	1	22	105	9	2	1
9964	1979	Graduation	Single	61825	0	1	56	162	100	55	30
4790	1958	Graduation	Divorced	79803	0	1	54	574	216	21	16
10245	1986	2n Cycle	Single	80910	0	0	71	160	369	67	39
1109	1982	Master	Together	27590	1	0	38	6	5	0	0
6001	1979	Graduation	Married	56775	0	1	62	614	160	58	35
5538	1975	Graduation	Divorced	83829	0	0	78	897	430	186	161
10552	1979	2n Cycle	Married	54210	0	1	18	70	109	80	9
1545	1986	Graduation	Married	38508	1	0	95	120	206	25	19
7409	1970	Graduation	Together	53187	1	0	66	211	30	7	7
4444	1972	Graduation	Married	30023	1	0	28	11	16	7	6
146	1960	PhD	Single	76045	0	0	78	760	400	17	93
6271	1952	PhD	Married	50870	0	1	13	53	8	0	0
10065	1970	2n Cycle	Married	15315	0	0	27	7	13	15	8
4741	1974	2n Cycle	Married	65463	1	0	17	391	70	21	32
246	1965	Graduation	Married	66480	1	1	71	199	57	20	21
375	1954	Graduation	Divorced	76773	0	0	79	516	449	86	33
1524	1983	2n Cycle	Single	81698	0	0	1	709	115	30	160
10022	1973	PhD	Single	54466	1	1	78	12	4	0	0
7451	1960	Master	Single	98777	0	0	23	1000	711	125	115
11010	1984	PhD	Single	16269	1	0	75	19	18	3	1
4356	1971	Graduation	Together	71819	0	1	70	1224	140	0	14
3885	1983	PhD	Married	33569	1	0	10	16	18	3	0
1175	1983	Master	Married	36262	0	0	24	88	54	64	28
880	1966	Basic	Together	22634	0	0	47	2	11	8	6
2320	1978	2n Cycle	Married	47025	0	1	98	508	59	23	5
850	1968	Graduation	Single	70566	0	1	4	381	215	84	28
4713	1979	PhD	Married	31605	1	0	15	74	42	2	1
675	1973	Master	Divorced	52034	1	1	67	146	93	7	13
5025	1979	Graduation	Single	48526	1	0	32	23	23	43	20
2308	1954	Graduation	Married	46734	0	1	40	110	137	26	23
5995	1962	Graduation	Divorced	39552	1	1	54	165	147	4	24
6749	1966	Graduation	Single	86358	1	1	78	957	494	82	47
1010	1977	Graduation	Together	46931	2	1	94	41	17	3	1
8977	1985	Basic	Single	16581	0	0	51	1	4	2	3
4756	1952	2n Cycle	Divorced	63998	0	0	42	176	818	0	33
3412	1951	Master	Married	67381	0	1	67	815	53	11	0
606	1967	Graduation	Single	25930	1	1	87	6	2	2	0
5961	1978	Graduation	Married	42693	1	0	29	8	20	6	3
2975	1976	Graduation	Together	85606	0	1	89	717	864	219	30
2894	1985	Graduation	Single	72903	0	0	74	1067	750	0	19
7613	1974	2n Cycle	Together	49669	1	0	97	166	107	11	8
10542	1968	PhD	Married	36778	1	1	63	29	34	2	4
8015	1962	PhD	Divorced	85696	0	0	88	714	395	116	0
10617	1989	Master	Divorced	10979	0	0	34	8	10	2	2
11166	1961	Graduation	Married	49678	0	1	81	229	56	3	2
849	1953	Master	Together	56129	0	1	65	320	133	39	72
523	1989	Graduation	Married	37155	1	0	51	23	26	7	15
4066	1978	2n Cycle	Divorced	21282	1	0	76	1	8	4	8
8414	1962	PhD	Single	33419	0	1	76	56	12	0	0
819	1945	Graduation	Widow	63285	0	0	84	508	249	50	38
4961	1974	Master	Together	21255	1	0	56	29	25	2	2
749	1981	Graduation	Together	42162	1	0	31	46	59	2	4
5430	1956	Graduation	Together	54450	1	1	0	454	171	8	19
7755	1954	PhD	Married	57744	0	1	91	350	39	0	0
10525	1986	Graduation	Single	26576	1	0	40	10	8	0	0
1453	1943	PhD	Widow	57513	0	0	59	735	183	52	20
8310	1964	Graduation	Together	68142	0	1	96	897	196	91	112
10710	1979	Graduation	Married	7500	0	1	61	5	3	3	0
5031	1974	Graduation	Together	83145	0	0	14	777	731	39	137
2613	1960	Master	Married	54197	0	1	16	162	37	6	13
213	1963	PhD	Single	23091	1	1	98	35	11	0	0
967	1976	Graduation	Married	46049	1	1	11	342	112	19	14
1077	1974	Graduation	Together	56715	0	0	52	258	239	237	172
7959	1961	Graduation	Married	79410	0	0	19	658	483	123	13
640	1951	Graduation	Married	57304	0	1	61	356	329	138	17
4252	1965	Graduation	Married	44375	0	1	73	213	28	7	7
8432	1956	Graduation	Together	54450	1	1	0	454	171	8	19
6218	1965	Graduation	Married	59594	0	1	74	457	29	0	0
6905	1994	Graduation	Together	80685	0	0	55	241	604	34	26
5922	1974	PhD	Married	40344	0	1	48	210	6	0	0
3598	1972	Graduation	Married	62710	0	1	53	441	83	7	29
6116	1968	2n Cycle	Married	48985	0	1	13	19	18	10	7
6263	1968	Graduation	Together	35322	1	2	34	28	37	12	7
10486	1948	Graduation	Married	77142	0	0	54	476	162	29	151
2410	1969	Graduation	Single	81657	0	0	69	364	425	158	60
193	1996	Basic	Married	14421	0	0	81	0	2	3	3
3363	1974	2n Cycle	Married	20130	0	0	99	0	3	7	6
8278	1990	PhD	Married	74214	0	0	3	863	547	86	99
10660	1957	Master	Married	66726	1	1	61	349	35	0	0
8686	1979	Basic	Together	23724	1	0	65	5	15	0	18
1604	1960	Master	Married	47353	0	1	93	184	19	8	8
5907	1952	Master	Married	33444	1	1	24	8	8	0	0
10669	1981	Graduation	Married	54386	0	1	8	277	64	62	21
2918	1981	Graduation	Divorced	28510	1	1	72	44	19	0	4
5735	1991	Master	Single	90638	0	0	29	1156	915	94	144
359	1950	Graduation	Together	48070	0	1	33	373	83	6	9
8387	1957	Graduation	Married	43140	0	1	68	134	76	6	0
1829	1961	PhD	Divorced	54959	0	1	55	1148	60	0	0
3839	1958	Basic	Single	15056	1	1	76	6	3	21	6
9392	1971	Graduation	Single	26954	1	0	17	4	11	0	0
2292	1985	Graduation	Single	22327	1	0	94	5	8	2	0
10466	1965	Graduation	Married	44393	1	1	86	24	20	2	2
9855	1952	PhD	Single	62000	0	1	25	899	101	0	0
4088	1962	PhD	Together	31497	0	1	22	108	28	13	1
5231	1974	2n Cycle	Married	45894	0	2	15	27	7	0	2
590	1970	Master	Divorced	78579	0	0	35	816	549	216	66
8732	1969	Master	Widow	67369	0	1	81	1298	70	37	14
2315	1960	Graduation	Divorced	58401	0	1	55	10	11	17	29
3515	1952	Graduation	Single	62307	0	1	94	87	34	10	6
2245	1969	Master	Married	43641	1	1	50	57	51	4	2
6283	1968	Master	Divorced	63841	0	1	64	635	100	20	7
2246	1965	2n Cycle	Married	46891	0	1	91	43	23	29	15
6606	1969	Master	Married	70091	1	0	11	964	137	15	0
5545	1972	PhD	Married	78075	0	0	72	572	259	34	35
7342	1961	2n Cycle	Widow	59184	0	1	6	341	113	259	151
837	1977	Graduation	Married	54809	1	1	0	63	57	13	13
9500	1959	Graduation	Married	58113	0	1	66	221	169	102	78
3602	1958	Master	Married	51412	0	1	42	140	29	4	5
234	1979	Graduation	Divorced	15287	1	0	60	1	8	4	3
2995	1957	Master	Together	66636	0	0	64	291	689	84	10
1118	1956	Master	Married	50965	0	1	87	544	85	8	6
7789	1965	PhD	Married	84618	0	0	96	684	801	21	66
3068	1990	Graduation	Married	18351	0	0	1	1	9	0	14
8955	1957	PhD	Together	40451	0	2	54	35	4	0	0
945	1965	Graduation	Together	36317	0	1	53	87	25	3	2
5644	1957	Graduation	Together	42213	0	1	96	309	24	4	3
7192	1955	Graduation	Together	65748	0	1	58	172	93	95	78
2324	1972	Graduation	Together	77044	0	1	12	625	242	50	34
697	1969	Graduation	Together	74918	0	0	78	972	913	25	19
3439	1972	Graduation	Married	56721	1	1	64	157	39	6	13
1506	1975	Graduation	Single	42160	1	1	26	48	45	3	15
232	1965	Graduation	Single	61559	0	1	8	279	88	32	14
8876	1963	PhD	Together	33629	1	1	49	132	16	0	0
4500	1991	PhD	Together	68682	0	0	56	919	505	99	30
9739	1963	Graduation	Single	34377	0	1	55	62	22	3	1
10395	1986	Basic	Single	8940	1	0	25	1	3	4	6
1176	1973	Graduation	Married	26228	1	0	50	2	4	3	1
1627	1957	2n Cycle	Divorced	77297	0	0	84	408	109	48	122
938	1981	Graduation	Married	40211	1	1	30	51	7	2	1
2740	1958	PhD	Widow	33438	1	1	81	62	16	3	2
257	1959	PhD	Married	75032	0	1	74	952	180	47	12
4058	1955	PhD	Single	61284	0	0	76	618	106	20	7
7736	1986	Graduation	Married	22518	1	0	36	11	12	2	2
8210	1975	Master	Married	54730	0	1	64	318	17	4	7
833	1955	Master	Married	38452	1	1	62	56	14	0	0
6230	1971	Graduation	Divorced	44421	1	1	53	110	59	7	1
7325	1986	PhD	Together	38197	1	0	86	23	11	2	1
1307	1978	Graduation	Divorced	41986	0	1	15	27	8	8	3
1502	1983	Graduation	Together	28427	1	0	67	18	19	3	3
6211	1976	PhD	Together	37395	1	0	47	18	9	0	1
843	1971	Graduation	Married	64722	1	0	47	303	280	60	147
4174	1956	Master	Together	55249	0	1	81	97	19	2	0
9757	1972	Graduation	Together	84906	0	0	98	997	414	99	30
6918	1989	Graduation	Married	28691	1	0	56	5	13	8	0
286	1952	Graduation	Single	44213	1	1	48	95	35	0	4
11086	1984	Basic	Single	25707	1	0	18	1	2	3	6
1921	1967	PhD	Married	59062	2	1	74	46	12	3	0
4138	1962	Graduation	Single	76624	0	1	68	411	147	54	115
7718	1947	Master	Together	66000	0	0	36	244	270	101	0
1291	1978	PhD	Together	27683	1	0	90	152	121	12	12
6862	1971	Graduation	Divorced	1730	0	0	65	1	3	1	1
4136	1992	Basic	Single	7500	1	0	63	10	18	8	26
803	1968	Graduation	Together	40521	1	1	82	12	5	0	0
4298	1973	PhD	Together	20427	1	0	63	5	4	0	0
10833	1975	Graduation	Married	65106	0	1	55	790	133	12	0
9606	1965	PhD	Married	69969	0	0	64	882	514	38	29
8534	1952	Graduation	Married	67433	0	2	51	615	259	12	48
5153	1967	PhD	Married	77766	0	1	97	1004	265	115	59
961	1972	Graduation	Married	74716	0	1	92	133	421	13	195
5011	1963	Graduation	Divorced	68118	0	1	51	595	123	10	23
6653	1970	PhD	Married	55158	1	1	72	293	87	4	11
9094	1955	2n Cycle	Married	62972	0	1	39	313	47	20	0
810	1975	Graduation	Married	74190	0	1	49	151	86	168	91
5493	1976	Graduation	Married	39356	1	1	21	15	2	0	0
2147	1969	Graduation	Together	76653	0	0	91	736	946	219	189
5107	1973	PhD	Divorced	35860	1	1	37	15	8	4	2
3979	1983	PhD	Divorced	90687	0	0	98	982	672	23	34
6049	1982	Master	Together	73450	0	0	85	1142	415	90	69
8147	1960	Graduation	Married	31454	1	1	40	28	11	0	0
1857	1952	Graduation	Single	47139	1	1	2	46	12	0	2
3910	1975	Graduation	Divorced	83829	0	0	78	897	430	186	161
5207	1963	PhD	Married	53378	1	1	41	489	152	8	6
11114	1970	Graduation	Together	19656	1	0	94	25	9	6	8
5429	1948	PhD	Married	45579	0	1	10	145	33	2	1
9400	1958	2n Cycle	Single	85485	0	0	73	630	611	44	18
1740	1944	Graduation	Married	55956	0	0	22	760	104	50	9
7488	1963	Master	Single	64191	0	1	30	420	186	151	38
195	1972	Graduation	Single	38808	1	0	21	125	52	3	19
635	1966	Master	Married	57183	1	1	51	464	64	7	0
7527	1968	Master	Divorced	23748	1	0	97	6	29	12	15
10319	1971	Graduation	Married	66303	0	1	56	1090	96	16	12
2296	1975	Master	Married	37368	1	0	4	3	11	2	2
10637	1964	Graduation	Married	40800	1	2	77	24	27	8	30
2931	1978	Graduation	Divorced	71847	0	0	95	737	106	55	63
907	1975	Graduation	Married	46149	0	1	36	254	71	4	0
3698	1983	Graduation	Together	78687	0	0	13	817	687	145	55
9516	1971	2n Cycle	Divorced	49118	0	0	90	620	239	99	98
679	1957	PhD	Married	37633	1	1	49	13	20	0	0
7384	1951	Master	Together	39767	0	0	18	113	204	34	26
5043	1951	Basic	Married	26997	0	0	89	7	78	133	49
5267	1970	Graduation	Divorced	33986	1	0	43	16	18	2	1
339	1972	PhD	Married	57091	0	1	82	462	24	6	0
2516	1969	2n Cycle	Married	46831	1	1	84	22	10	6	4
9010	1972	Master	Married	83151	0	0	80	968	842	137	42
378	1971	Graduation	Married	52531	0	0	68	283	151	51	72
4808	1956	Graduation	Married	15759	0	0	12	1	5	6	0
5068	1971	Graduation	Single	22804	1	0	75	14	7	2	1
7628	1973	2n Cycle	Married	43050	1	0	10	30	24	6	3
7128	1977	PhD	Single	42997	1	1	91	4	5	0	1
2811	1963	PhD	Single	48918	1	1	21	52	9	0	0
3551	1954	Master	Together	60033	0	1	28	62	57	19	11
1663	1978	PhD	Together	34043	1	0	97	20	14	3	0
5543	1966	Graduation	Together	57811	0	1	49	545	114	37	21
1577	1946	Graduation	Married	78569	0	0	14	558	622	207	175
10641	1978	Graduation	Single	7500	1	1	5	6	4	13	4
5336	1971	Master	Together	157733	1	0	37	39	9	2	0
6024	1953	Graduation	Together	94384	0	0	62	1111	790	160	45
1878	1985	2n Cycle	Married	23148	0	0	83	4	8	6	3
3099	1970	Graduation	Divorced	44267	1	1	48	183	65	3	5
6055	1979	Graduation	Married	71626	0	0	94	546	376	94	145
5841	1966	Graduation	Together	60894	0	1	61	606	155	10	0
3972	1976	Graduation	Together	50200	1	1	70	266	51	8	6
4394	1965	PhD	Married	81051	0	0	43	1142	249	38	29
5758	1982	Graduation	Married	65169	0	0	23	1074	69	0	0
6658	1972	Graduation	Together	59868	0	1	37	771	154	54	10
4603	1960	PhD	Married	65695	0	1	50	371	189	0	58
8427	1956	Master	Single	64857	0	0	78	556	717	210	0
10260	1965	Master	Together	45143	0	1	74	202	74	11	5
7143	1955	2n Cycle	Together	74805	0	1	14	209	209	41	162
8789	1989	2n Cycle	Married	59060	1	0	77	35	111	36	40
6197	1962	PhD	Single	27238	1	1	39	37	17	0	0
4554	1965	Graduation	Together	47009	0	1	89	171	73	59	10
4937	1973	2n Cycle	Married	46094	1	1	62	12	20	3	2
1920	1972	Graduation	Married	40321	1	1	59	44	21	6	0
8749	1984	Graduation	Together	37235	1	0	68	20	9	4	6
1650	1960	Master	Married	81843	0	0	13	779	537	34	69
10377	1958	Master	Together	46692	0	1	37	170	97	24	12
9206	1968	Graduation	Together	77382	0	1	36	491	231	112	105
10971	1977	Graduation	Single	37774	2	0	28	173	107	7	2
6398	1974	Basic	Married	18393	1	0	2	7	13	16	0
9212	1962	Master	Married	72828	0	1	17	1205	235	19	14
7937	1982	Graduation	Married	24711	0	0	86	10	25	6	3
839	1975	PhD	Married	45503	1	0	54	97	44	6	1
4246	1982	Master	Single	6560	0	0	2	67	26	4	3
158	1945	PhD	Together	71604	0	0	3	345	528	98	75
4832	1979	Graduation	Married	27244	1	0	84	6	17	3	24
5621	1969	Graduation	Married	48752	1	1	8	73	100	71	15
1945	1962	Graduation	Married	71434	0	1	4	711	217	172	96
5147	1948	Graduation	Single	90842	0	0	57	774	118	182	187
2535	1978	Master	Married	88097	1	0	24	163	480	0	126
11039	1975	Graduation	Married	51948	0	1	51	82	54	71	30
9495	1982	Graduation	Together	71853	0	0	29	358	413	141	97
9635	1983	Master	Married	35876	0	0	13	66	40	4	3
2173	1952	Graduation	Widow	40049	0	1	23	13	7	0	3
942	1982	Graduation	Single	39660	1	0	36	139	78	20	13
9386	1962	Graduation	Together	50127	0	1	88	274	21	4	6
5510	1977	Master	Married	43263	0	1	2	262	61	0	10
873	1949	Master	Married	62845	1	1	3	1099	45	0	0
2253	1990	Graduation	Married	18929	0	0	15	32	8	23	4
5181	1982	Basic	Single	24367	1	0	58	2	2	0	11
979	1975	Graduation	Single	33249	1	0	11	6	21	19	14
10390	1959	2n Cycle	Married	26887	0	1	27	6	4	3	4
4698	1983	PhD	Married	50150	0	0	32	135	92	65	61
7793	1976	Graduation	Together	62061	0	1	12	641	84	0	30
1745	1962	PhD	Divorced	85696	0	0	88	714	395	116	0
10590	1956	PhD	Together	76542	0	0	91	794	573	0	29
5080	1993	Graduation	Single	70515	0	0	12	420	452	182	64
8369	1987	Graduation	Together	18227	1	0	21	1	7	4	3
5232	1965	Graduation	Married	69139	0	1	23	86	75	33	15
2407	1982	Graduation	Married	69109	0	0	10	823	459	124	29
3834	1962	Graduation	Single	69627	0	1	35	231	215	171	30
7912	1978	Graduation	Married	38136	1	0	69	8	27	0	20
7712	1946	PhD	Single	62159	0	0	68	182	259	77	70
1065	1963	Graduation	Single	80695	0	0	85	557	984	193	37
7275	1971	Master	Single	33316	1	1	34	79	31	4	4
1343	1968	Graduation	Together	58554	1	1	55	368	68	38	0
1384	1992	Basic	Married	17256	1	0	10	6	14	8	8
9967	1974	Graduation	Divorced	53034	1	1	30	160	196	15	11
6181	1950	2n Cycle	Together	52203	0	0	36	488	238	56	108
10507	1977	2n Cycle	Divorced	59601	0	1	14	691	69	0	7
2674	1958	Master	Single	75154	0	1	79	543	205	160	143
2698	1976	Graduation	Single	47025	0	1	52	254	108	20	0
3231	1973	Graduation	Married	37971	1	0	97	5	10	2	2
4096	1968	Master	Divorced	41335	1	0	24	112	21	16	14
10476	1958	Graduation	Married	67267	0	1	0	134	59	15	2
5948	1975	Graduation	Single	57338	0	1	96	143	52	11	8
9140	1960	2n Cycle	Together	50523	1	1	89	51	24	4	7
10258	1965	Master	Single	35791	2	1	94	27	5	0	0
5675	1960	PhD	Divorced	50611	0	1	98	459	24	6	0
4743	1969	PhD	Married	56242	0	1	72	689	167	11	8
8805	1960	Graduation	Single	48904	0	1	1	283	38	0	13
1542	1975	Graduation	Single	56243	1	2	26	347	35	4	3
6770	1985	Graduation	Married	21355	1	0	5	5	14	0	5
8773	1971	Master	Together	57420	0	1	22	280	18	0	0
10420	1955	Master	Divorced	46390	0	1	56	95	64	2	9
7514	1956	2n Cycle	Together	54342	1	1	74	84	34	11	10
793	1973	Graduation	Married	20895	1	0	24	18	17	3	0
10909	1948	Graduation	Married	92344	0	0	9	992	694	51	19
8702	1976	2n Cycle	Together	26907	1	1	10	9	7	0	3
4791	1980	Graduation	Together	44964	1	1	35	19	17	2	0
2963	1979	Graduation	Together	75507	0	0	56	709	374	104	80
8216	1972	Master	Married	53761	1	1	7	158	76	13	7
8140	1973	Graduation	Together	22682	1	0	51	10	29	4	2
10146	1972	PhD	Together	38887	1	0	17	25	13	0	0
5289	1975	2n Cycle	Single	41658	1	1	30	8	12	15	4
2587	1972	PhD	Married	29791	1	0	21	14	6	0	0
4405	1956	Master	Married	63915	0	2	2	622	115	30	0
8663	1974	Graduation	Divorced	39996	1	1	85	11	3	0	0
2589	1972	Graduation	Divorced	26759	1	0	65	25	16	8	5
3421	1968	Master	Divorced	63841	0	1	64	635	100	20	7
10490	1969	PhD	Married	51039	1	1	11	100	79	65	0
4094	1961	Graduation	Married	60544	1	1	92	201	43	3	5
9958	1972	Graduation	Married	65685	0	1	54	642	49	0	7
2534	1953	Graduation	Married	37716	0	1	4	97	41	6	2
4188	1957	Graduation	Single	36864	0	1	53	204	39	17	0
6613	1970	Master	Married	44511	1	0	39	513	133	46	14
10827	1967	PhD	Married	36947	1	1	49	88	21	4	1
5491	1951	Master	Together	47352	0	1	70	172	112	8	0
8402	1953	Master	Married	67087	0	1	40	329	222	130	35
8783	1950	Graduation	Married	57045	0	1	40	296	104	11	13
10010	1953	PhD	Divorced	36957	1	1	43	100	16	2	1
618	1977	PhD	Married	69389	0	1	17	422	238	69	46
9121	1972	Graduation	Married	80134	1	0	40	1218	272	104	0
361	1969	Master	Married	43142	1	1	84	5	7	2	1
4310	1944	Graduation	Married	80589	0	0	25	507	520	242	40
2678	1990	Graduation	Single	34412	1	0	62	52	50	4	36
6376	1979	Graduation	Single	57537	1	0	83	191	139	51	8
524	1966	Basic	Together	22634	0	0	47	2	11	8	6
10341	1948	Graduation	Together	51315	0	0	45	68	39	16	30
5654	1972	Graduation	Married	36026	2	1	34	20	10	6	4
4098	1973	Graduation	Married	24639	1	1	3	20	16	0	4
5824	1972	PhD	Together	34578	2	1	1	7	1	0	0
7000	1972	2n Cycle	Single	65704	0	0	18	279	74	38	8
2561	1966	Graduation	Single	63810	0	1	45	977	253	16	12
5229	1969	PhD	Together	54132	0	1	81	30	8	0	0
4086	1959	Graduation	Married	18690	0	0	77	6	7	23	4
2428	1970	Graduation	Married	28164	1	0	23	3	26	11	8
8254	1974	PhD	Married	34596	1	0	48	14	2	0	0
2836	1972	PhD	Married	43269	1	0	61	10	7	0	0
8418	1958	2n Cycle	Single	38741	1	1	60	7	17	8	6
1362	1972	Graduation	Single	31907	0	0	75	33	64	175	16
7152	1983	Master	Married	27100	1	0	64	12	13	2	0
10033	1973	2n Cycle	Divorced	31163	1	0	54	2	10	11	2
9349	1985	Graduation	Married	92533	0	0	84	693	118	110	147
274	1973	Graduation	Single	34853	1	1	75	9	15	2	3
3388	1967	Graduation	Divorced	70844	1	1	16	129	67	3	67
922	1979	2n Cycle	Married	31086	1	1	79	16	11	3	0
8588	1961	Graduation	Married	60544	1	1	92	201	43	3	5
2518	1986	2n Cycle	Together	20491	0	0	16	5	5	4	2
574	1964	Graduation	Married	42523	0	0	96	14	11	3	26
3220	1983	Graduation	Married	39922	1	0	30	29	59	19	1
5967	1952	Graduation	Together	33402	1	1	60	26	19	10	5
1183	1949	Master	Married	36408	1	1	11	9	4	3	2
6856	1979	Graduation	Together	21645	1	0	75	14	23	4	5
4530	1948	Master	Widow	78427	0	0	36	972	595	180	26
1553	1946	Graduation	Together	82657	0	0	71	966	672	246	105
4682	1958	Graduation	Married	51876	0	0	88	99	102	28	48
8204	1971	2n Cycle	Married	78041	0	0	93	482	553	72	160
5221	1957	Graduation	Married	52852	0	1	93	714	99	11	0
1232	1982	PhD	Together	70038	0	0	54	587	348	71	54
1927	1973	2n Cycle	Together	69401	0	1	41	399	159	58	8
5788	1972	Graduation	Together	46053	1	0	46	56	92	19	7
6652	1965	Graduation	Married	77343	0	0	28	227	573	98	54
6246	1953	Graduation	Single	73892	0	0	40	703	601	0	58
5975	1967	PhD	Single	40304	1	0	82	37	17	0	0
6875	1965	PhD	Together	32727	0	0	38	167	180	86	13
4399	1969	Graduation	Together	68695	0	0	3	458	356	106	50
4042	1971	Graduation	Divorced	43300	0	1	87	91	52	2	1
2157	1972	Graduation	Together	26290	1	1	49	15	16	11	5
10133	1970	Graduation	Single	93790	0	0	16	1302	731	89	114
2525	1974	PhD	Married	38410	0	0	65	153	123	116	64
8233	1950	Master	Widow	64866	0	1	9	508	21	7	5
9483	1959	Graduation	Together	57957	0	1	24	290	177	77	5
2945	1955	PhD	Together	46015	1	1	25	38	2	0	0
10403	1978	Graduation	Together	16531	1	0	43	2	6	7	5
5074	1986	Master	Married	28072	1	0	10	30	10	2	0
10524	1963	Master	Divorced	49476	0	1	29	386	95	54	41
4690	1953	Graduation	Married	50725	0	1	45	443	75	0	10
7521	1952	Graduation	Together	83844	0	0	57	901	345	75	31
7196	1950	PhD	Married	41145	1	1	20	9	3	0	0
4406	1970	Graduation	Together	67419	0	1	29	846	352	91	56
9672	1970	2n Cycle	Married	23162	1	1	82	8	9	19	4
4864	1977	Graduation	Married	34380	1	0	68	72	58	13	1
4706	1966	Graduation	Single	34704	0	1	65	29	5	0	1
4070	1969	PhD	Married	94871	0	2	99	169	553	188	0
25	1958	Graduation	Married	65148	0	1	9	460	422	33	12
3697	1954	Graduation	Together	39898	0	1	20	69	26	12	7
217	1956	Master	Single	64857	0	0	78	556	717	210	0
4220	1970	PhD	Married	59892	0	1	26	73	13	0	1
5286	1987	Master	Single	41020	0	0	68	112	54	7	7
9559	1961	PhD	Married	57072	0	1	79	944	60	0	0
2849	1979	Graduation	Single	60474	0	1	25	265	303	234	9
7787	1960	Graduation	Together	62807	0	1	83	526	135	10	21
3102	1981	2n Cycle	Together	19414	1	0	32	2	12	3	5
5868	1980	Graduation	Married	19107	1	0	49	2	9	10	5
8370	1976	2n Cycle	Together	75484	0	1	50	378	259	197	194
9988	1976	Master	Single	70379	0	1	84	553	142	65	67
2939	1970	Master	Together	79419	0	0	96	751	687	20	15
5529	1946	PhD	Together	64014	2	1	56	406	30	0	0
9743	1955	Graduation	Married	76998	0	1	85	1449	161	69	35
5763	1972	Master	Together	49854	1	0	63	123	171	39	0
3478	1971	PhD	Married	60585	1	1	17	267	309	55	42
7494	1950	PhD	Divorced	42873	1	1	11	209	40	3	2
1763	1988	Graduation	Together	87679	0	0	62	1259	815	97	148
7250	1978	Graduation	Together	57867	1	0	48	344	178	15	23
2005	1990	Graduation	Married	35765	1	0	86	22	30	0	5
10770	1959	Graduation	Married	65492	0	0	73	247	295	210	85
6885	1977	Graduation	Divorced	32952	1	0	36	38	12	3	1
2072	1969	PhD	Together	53374	0	1	34	896	101	13	10
9463	1959	Graduation	Together	71706	0	1	16	931	253	91	98
6318	1988	Graduation	Married	68487	0	0	48	758	385	33	89
4093	1975	Master	Together	53253	1	1	61	216	57	20	9
5751	1973	2n Cycle	Divorced	31163	1	0	54	2	10	11	2
3340	1977	Graduation	Married	42014	1	0	56	244	108	4	15
3594	1973	Master	Married	54108	1	1	74	539	91	8	6
3584	1955	PhD	Single	49667	0	0	35	1181	120	17	13
3643	1974	Master	Married	63206	0	0	65	750	125	11	8
851	1972	Master	Married	57136	1	1	48	306	109	21	109
7706	1975	2n Cycle	Together	46772	0	1	88	350	189	197	151
3967	1971	PhD	Married	78931	0	0	19	331	170	58	152
10128	1958	Graduation	Together	53977	0	1	21	620	165	0	24
486	1988	Graduation	Married	84219	0	0	27	434	400	45	137
9	1975	Master	Single	46098	1	1	86	57	27	0	0
9451	1965	Graduation	Married	73538	0	1	92	811	428	99	137
9264	1986	Graduation	Married	79529	0	0	1	423	706	73	197
3865	1977	2n Cycle	Together	20981	0	0	14	2	10	6	13
2853	1980	Graduation	Single	51766	1	0	74	60	87	6	20
1490	1962	Graduation	Married	55759	0	1	84	675	85	10	7
6310	1978	Graduation	Married	33039	1	0	4	30	12	8	8
10380	1972	Master	Married	37787	1	0	50	40	40	4	3
3887	1970	Graduation	Single	27242	1	0	2	3	26	20	1
4278	1983	PhD	Single	87188	0	0	73	910	724	49	74
8643	1971	Graduation	Together	69930	0	0	21	252	827	219	70
1998	1976	Graduation	Single	37697	1	0	82	34	21	11	4
10795	1973	PhD	Married	37401	1	0	14	19	19	3	1
11110	1973	Graduation	Single	3502	1	0	56	2	1	0	0
2408	1976	Graduation	Married	58597	1	1	20	490	184	10	28
202	1948	PhD	Widow	82032	0	0	54	332	377	149	125
7998	1958	Graduation	Together	28087	1	1	77	53	17	13	0
830	1987	PhD	Single	74004	0	0	5	784	560	42	176
3536	1960	Graduation	Together	19740	0	1	65	7	3	10	4
6050	1975	2n Cycle	Married	57036	0	1	33	1171	219	19	14
125	1958	2n Cycle	Together	53083	1	1	65	215	33	3	0
3463	1975	PhD	Married	69283	0	1	41	674	134	0	26
2804	1975	Master	Single	46098	1	1	86	57	27	0	0
3745	1988	2n Cycle	Married	23331	1	0	92	5	7	0	10
9771	1988	2n Cycle	Single	23331	1	0	97	104	101	24	15
451	1989	Graduation	Single	9255	1	0	91	9	7	2	0
10530	1959	PhD	Widow	67786	0	0	0	431	441	80	20
1079	1971	PhD	Married	71969	0	1	59	1000	76	0	0
8920	1967	Master	Single	59235	1	0	4	448	469	80	0
6678	1989	Graduation	Together	31928	1	0	5	33	24	4	2
3852	1961	Master	Together	74881	1	1	48	505	270	36	27
528	1978	Graduation	Married	65819	0	0	99	267	701	149	165
73	1953	PhD	Single	51411	1	2	81	14	3	0	0
5589	1964	Graduation	Divorced	51983	0	1	95	631	115	10	7
10212	1986	Master	Together	42386	1	0	43	65	16	0	4
6365	1987	2n Cycle	Married	30390	0	0	5	10	12	25	1
5636	1963	Graduation	Single	30983	0	0	50	51	50	12	1
591	1957	Graduation	Widow	66033	0	1	76	293	179	46	59
2217	1975	2n Cycle	Married	37284	1	1	46	11	2	2	1
2544	1951	Master	Divorced	57530	0	1	68	50	27	6	7
7725	1965	2n Cycle	Married	76800	0	0	33	173	255	35	71
8091	1956	Graduation	Married	63943	0	1	50	423	368	13	97
7321	1962	Graduation	Together	76081	0	0	85	292	415	63	33
5462	1974	Graduation	Married	67445	0	1	63	757	217	29	80
7791	1967	Master	Married	37054	1	1	89	12	6	0	1
955	1962	Master	Together	47175	1	1	81	167	44	6	2
4037	1976	Graduation	Divorced	31859	1	0	77	3	3	8	0
6642	1961	Graduation	Divorced	27215	2	1	50	30	22	8	9
2793	1976	PhD	Divorced	70179	0	1	10	532	168	69	44
5424	1983	Graduation	Married	39922	1	0	30	29	59	19	1
879	1976	Master	Married	49681	0	2	66	411	26	0	0
9530	1988	Graduation	Married	24645	1	0	16	5	4	4	1
4828	1954	Graduation	Divorced	79865	0	1	12	71	278	185	121
10699	1985	Graduation	Married	44322	1	0	30	46	40	3	0
1497	1952	Graduation	Single	47958	0	1	8	268	88	15	3
7476	1964	Master	Single	63972	0	1	93	928	254	0	12
4390	1954	Graduation	Together	75315	0	1	14	459	171	142	23
10478	1950	PhD	Married	55517	1	1	53	483	108	0	6
1081	1957	PhD	Married	75283	1	2	26	733	180	12	19
4261	1946	PhD	Single	82800	0	0	23	1006	115	59	68
9916	1954	Graduation	Married	38998	1	1	92	34	14	0	0
5350	1991	Master	Single	90638	0	0	29	1156	915	94	144
8135	1986	Master	Married	27161	1	0	41	7	23	7	0
8685	1977	Graduation	Married	42014	1	0	56	244	108	4	15
4967	1960	PhD	Together	38201	0	1	19	233	23	0	0
2130	1982	Graduation	Together	45203	2	0	4	35	67	10	8
9298	1947	PhD	Together	81574	0	0	89	1252	465	46	35
8175	1992	Graduation	Married	34935	0	0	71	34	66	3	10
6257	1976	Master	Single	60482	0	1	81	255	134	37	14
3790	1956	Graduation	Together	34633	2	1	31	8	5	0	0
9952	1947	Master	Together	78093	0	0	53	368	639	13	43
3503	1950	Graduation	Divorced	82460	0	0	78	255	573	52	32
5223	1966	Master	Together	45903	0	1	80	33	10	2	10
4608	1987	Graduation	Divorced	81361	0	0	18	163	424	27	65
1626	1973	PhD	Divorced	35860	1	1	37	15	8	4	2
4764	1952	Master	Together	40442	1	1	52	45	52	25	22
2471	1965	Graduation	Married	61482	0	0	39	48	68	16	66
5892	1980	Graduation	Married	34968	1	0	11	158	45	8	2
2612	1987	Graduation	Married	75794	0	0	33	754	625	63	32
4971	1962	PhD	Together	31497	0	1	22	108	28	13	1
5185	1955	Graduation	Married	74268	0	0	83	199	315	97	174
10069	1988	Basic	Together	13724	1	0	43	2	5	2	15
2262	1965	Master	Together	45143	0	1	74	202	74	11	5
1131	1967	PhD	Single	52569	0	1	54	85	3	0	0
1041	1973	PhD	Single	48432	0	1	3	322	50	4	3
24	1960	Master	Together	17144	1	1	96	18	19	0	2
3409	1984	Graduation	Single	36108	1	0	68	141	129	3	11
7022	1971	Graduation	Married	76445	1	0	2	739	309	140	80
7943	1975	PhD	Married	36663	1	0	40	18	6	3	3
5272	1965	Master	Married	53843	0	1	64	378	88	19	4
5453	1956	Master	Married	90226	0	0	26	1083	649	253	151
2565	1955	Master	Divorced	70638	0	0	69	1016	215	16	12
800	1960	Graduation	Together	44512	1	1	57	23	6	0	0
11092	1961	Graduation	Married	27116	1	1	78	12	21	2	2
5062	1963	PhD	Married	54072	1	1	71	35	4	0	0
8969	1977	Graduation	Married	71855	0	1	59	548	422	0	112
4656	1990	2n Cycle	Single	51250	1	0	28	342	230	34	32
4480	1973	Master	Married	60432	0	1	61	365	15	4	3
9971	1964	PhD	Married	65526	0	1	22	397	69	12	0
6729	1988	Graduation	Single	68655	0	0	95	456	832	75	118
1773	1978	2n Cycle	Married	12393	0	0	38	5	15	11	7
9242	1990	Graduation	Single	64509	0	0	19	836	575	24	25
1764	1975	Graduation	Single	33955	1	0	92	100	128	23	7
6215	1977	Graduation	Married	31353	1	1	24	10	10	3	1
10099	1984	Graduation	Married	55434	1	0	21	238	215	169	69
5423	1983	Graduation	Together	28359	1	0	35	6	5	2	1
940	1987	Graduation	Single	57100	1	0	9	158	99	15	11
3011	1965	Graduation	Married	69139	0	1	23	86	75	33	15
3298	1956	Master	Married	52973	0	1	92	856	76	12	9
8286	1965	PhD	Together	51717	0	1	55	98	17	0	1
9668	1971	Graduation	Married	18793	1	0	14	4	20	0	17
5120	1982	2n Cycle	Together	66664	0	0	78	398	447	220	96
6097	1959	Graduation	Single	50664	1	1	64	313	104	6	4
7019	1963	Graduation	Together	54414	1	1	49	109	16	24	26
7408	1952	PhD	Married	54549	0	1	8	216	6	0	0
8041	1971	PhD	Widow	47111	0	1	35	595	153	120	112
252	1963	PhD	Divorced	41003	0	0	11	123	142	71	44
9986	1982	Graduation	Together	19444	1	0	8	16	23	3	2
3276	1976	2n Cycle	Together	36301	1	0	53	11	35	3	5
3859	1947	PhD	Together	73059	0	1	36	410	420	0	82
3570	1969	PhD	Together	42731	1	0	64	159	51	6	2
3783	1959	PhD	Married	52854	1	1	43	105	10	0	1
10207	1978	Graduation	Together	22775	1	0	40	5	8	0	0
10906	1948	PhD	Together	46681	0	2	52	269	69	15	19
3427	1955	PhD	Married	59821	0	1	11	629	70	0	0
5209	1954	Graduation	Divorced	50002	0	1	21	443	71	21	16
10711	1945	Graduation	Married	69755	0	0	23	217	373	111	23
10785	1969	Graduation	Married	44078	1	1	17	24	10	2	0
2814	1976	Master	Together	30560	1	0	6	9	5	4	5
6866	1969	Master	Together	35924	1	1	56	8	14	2	3
1665	1964	PhD	Divorced	64140	0	2	71	1459	61	0	15
6575	1981	Graduation	Together	56386	1	1	51	230	214	13	32
3829	1979	Basic	Together	24594	1	0	94	1	6	10	0
3091	1981	2n Cycle	Together	75774	1	0	27	340	134	258	14
10141	1960	Master	Divorced	39228	0	0	1	7	6	0	3
5177	1974	Master	Married	58494	0	1	56	298	68	4	0
7005	1981	Graduation	Single	58684	0	0	71	479	179	28	7
6409	1967	Graduation	Divorced	57136	0	0	18	267	599	34	12
7485	1950	PhD	Widow	56551	1	1	48	67	32	17	2
8079	1982	Graduation	Married	22448	1	0	86	3	8	23	2
8395	1961	Graduation	Single	82014	0	0	48	980	265	35	163
10352	1963	Graduation	Widow	34213	1	1	2	50	28	6	3
4931	1977	Graduation	Together	157146	0	0	13	1	1725	2	1
13	1947	PhD	Widow	25358	0	1	57	19	5	0	0
1834	1978	Master	Single	35544	1	0	77	30	23	4	1
2285	1954	Master	Together	36634	0	1	0	213	76	4	3
2295	1954	PhD	Married	62670	0	1	57	539	92	80	46
1378	1972	2n Cycle	Together	50334	0	1	24	284	160	84	16
2781	1981	Graduation	Single	72066	0	0	55	1003	536	134	51
1165	1958	PhD	Single	50729	1	1	62	239	143	45	4
1404	1968	Graduation	Together	34916	2	0	89	51	82	33	0
6457	1976	Graduation	Divorced	64892	0	1	77	527	230	32	24
2639	1966	Graduation	Single	43602	1	1	45	19	12	10	3
8299	1989	PhD	Single	33996	0	0	46	40	15	8	0
6437	1985	2n Cycle	Single	41473	1	0	80	21	20	15	3
6912	1967	PhD	Married	63246	0	2	60	593	91	29	22
7327	1959	PhD	Married	36732	1	1	71	21	3	10	1
5299	1970	PhD	Married	69084	1	0	43	1181	199	39	30
4127	1967	PhD	Married	77766	0	1	97	1004	265	115	59
8143	1985	PhD	Single	37929	0	0	49	202	46	3	2
1964	1951	Graduation	Together	86610	0	0	66	446	768	33	196
3690	1986	Master	Married	80141	0	0	20	1184	673	52	40
3433	1955	2n Cycle	Married	72635	0	0	54	390	323	104	35
3389	1970	Graduation	Married	69016	0	1	61	726	363	123	107
4712	1991	2n Cycle	Together	20193	0	0	18	8	22	24	11
1170	1975	Graduation	Married	27573	1	0	45	50	110	39	15
6347	1979	Basic	Single	15862	1	0	26	1	4	11	9
4065	1976	PhD	Married	49544	1	0	0	308	73	0	0
8230	1980	Graduation	Married	33228	1	0	28	22	31	7	4
1215	1978	Graduation	Together	70440	0	0	49	690	499	76	102
5939	1971	Graduation	Together	38232	1	1	84	43	28	7	6
2156	1955	PhD	Married	22554	1	1	38	27	10	0	0
7788	1983	PhD	Married	23536	1	0	53	6	3	0	0
10323	1952	Graduation	Married	49413	0	1	88	205	41	3	2
7947	1969	Graduation	Married	42231	1	1	99	24	8	0	1
1891	1980	Master	Divorced	78789	0	0	12	667	850	21	83
2570	1968	Graduation	Together	56534	0	1	35	691	61	10	0
9256	1971	Graduation	Single	58350	0	1	5	493	206	116	80
295	1989	Graduation	Single	81217	0	0	77	493	324	146	40
7397	1951	Graduation	Single	49090	0	1	45	494	82	7	0
6349	1987	Master	Divorced	61787	0	0	71	621	414	78	48
10790	1985	PhD	Married	18169	1	0	40	9	5	0	0
10398	1981	2n Cycle	Single	24336	1	0	82	1	2	8	2
2431	1990	Graduation	Married	18222	0	0	70	12	19	12	6
550	1952	Graduation	Divorced	62335	0	1	87	243	217	85	6
1890	1971	2n Cycle	Together	42033	1	1	95	11	4	2	0
10742	1983	PhD	Married	86580	0	0	72	532	127	26	20
10356	1957	PhD	Divorced	41437	1	1	5	29	2	0	0
4676	1951	Master	Widow	73705	0	2	86	612	520	258	107
8852	1976	Graduation	Married	61064	0	1	80	387	342	0	45
3565	1955	Master	Married	38452	1	1	62	56	14	0	0
5294	1989	Graduation	Single	18358	1	0	49	6	19	16	4
1958	1973	PhD	Together	55012	0	1	85	582	65	0	0
7349	1973	Basic	Together	9722	1	0	7	6	16	6	16
8799	1984	PhD	Married	38175	1	0	6	70	69	2	3
1351	1956	Master	Together	58656	0	1	25	962	194	16	24
1045	1965	Graduation	Together	52117	0	1	55	112	107	30	0
7732	1978	Graduation	Married	64813	1	0	81	293	124	179	97
8070	1973	PhD	Married	54222	0	1	98	199	31	3	12
477	1986	Graduation	Married	83512	0	0	31	1060	835	80	20
7832	1959	Master	Married	77520	0	1	30	940	396	0	88
2202	1978	Graduation	Together	41154	0	1	98	44	11	2	3
7396	1966	Graduation	Married	80398	0	0	92	342	936	207	35
4055	1992	Basic	Single	18746	1	0	41	2	11	12	9
10340	1984	Graduation	Together	35196	1	0	68	75	141	43	39
10091	1956	Graduation	Single	60230	0	1	78	520	367	39	81
7629	1977	Graduation	Married	22108	1	1	46	5	9	6	2
10640	1974	Graduation	Together	44392	1	1	71	87	71	7	12
3498	1976	PhD	Married	55424	0	1	6	462	184	10	53
6742	1979	Graduation	Married	17688	1	0	82	2	1	3	1
1172	1983	PhD	Married	92491	0	0	71	979	935	29	25
569	1991	Graduation	Single	90273	0	0	32	704	853	120	74
4686	1962	PhD	Widow	82571	0	0	28	861	558	62	95
1381	1982	PhD	Single	38513	1	0	20	172	115	16	0
2634	1979	Master	Single	16653	1	0	10	5	31	15	4
10905	1955	Graduation	Together	42586	1	1	7	194	56	0	0
1744	1965	Basic	Single	23529	0	1	67	9	13	3	2
1000	1961	Master	Together	74881	1	1	48	505	270	36	27
3828	1951	Graduation	Married	71107	0	1	61	533	217	198	174
8605	1964	PhD	Together	46910	1	1	36	48	14	0	0
10304	1959	Graduation	Married	18690	0	0	77	6	7	23	4
4351	1955	Graduation	Divorced	37244	1	1	90	18	10	0	0
10129	1966	Graduation	Together	82427	0	0	35	482	509	104	107
2499	1958	2n Cycle	Single	75342	0	1	38	204	97	21	118
10092	1954	Graduation	Divorced	70044	0	1	46	1073	250	153	14
7500	1967	Graduation	Single	79146	1	1	33	245	223	21	43
5796	1963	Graduation	Married	77437	0	0	70	560	442	29	44
10556	1959	Graduation	Married	54984	0	1	51	173	131	32	3
1064	1971	PhD	Married	42403	1	0	18	22	11	0	5
48	1964	Graduation	Together	55761	0	1	97	136	12	0	3
7610	1983	Graduation	Together	37292	1	0	32	275	86	10	23
263	1945	PhD	Single	45576	0	0	9	56	29	2	14
10814	1947	Graduation	Together	70321	0	0	6	303	751	82	26
9710	1969	PhD	Divorced	58086	0	1	80	708	62	0	0
9292	1952	Graduation	Married	81795	0	0	74	324	693	27	118
10250	1947	Basic	Together	28389	0	0	49	1	3	7	4
7881	1946	Master	Married	66835	0	0	21	620	195	34	17
5847	1969	Graduation	Divorced	69901	0	1	95	312	206	102	92
737	1949	PhD	Married	80360	0	0	56	1493	454	112	43
3571	1961	PhD	Together	63342	0	1	48	918	118	13	10
7807	1974	Graduation	Married	44989	0	1	26	98	106	49	10
3878	1980	2n Cycle	Single	31859	1	0	3	3	7	15	8
5092	1949	PhD	Widow	51569	0	1	39	380	47	6	0
2154	1971	Graduation	Widow	30372	1	1	33	15	12	7	3
5394	1979	Basic	Single	16014	1	1	42	3	4	7	8
3798	1968	Graduation	Married	41120	1	1	80	24	23	0	8
3524	1971	Master	Single	39763	1	0	9	80	60	4	6
5247	1955	PhD	Married	38725	1	1	52	31	6	2	1
5883	1972	Graduation	Married	77981	1	0	78	138	204	16	126
2118	1964	2n Cycle	Married	62905	0	1	68	166	96	119	107
8812	1979	2n Cycle	Divorced	13533	1	0	45	12	8	8	0
6616	1975	Graduation	Together	59481	0	1	47	178	85	71	66
2797	1977	Graduation	Married	72117	0	1	34	707	171	65	60
4328	1986	2n Cycle	Married	21955	1	0	81	5	7	17	14
9167	1956	Graduation	Married	67131	0	1	72	465	250	93	35
10560	1980	PhD	Single	36802	1	0	23	16	2	0	0
2631	1982	Graduation	Together	71853	0	0	29	358	413	141	97
8312	1961	Basic	Married	28249	0	0	80	1	7	2	14
5534	1975	Master	Married	47808	0	1	30	123	26	2	0
5093	1974	PhD	Divorced	25509	1	0	15	40	30	10	7
7592	1946	PhD	Married	51012	0	0	86	102	63	2	9
8895	1985	Graduation	Single	70596	0	0	68	347	534	17	0
8584	1952	PhD	Together	85431	0	0	54	376	462	168	53
2694	1967	Graduation	Married	42664	0	1	44	21	3	0	0
8910	1955	Graduation	Together	42586	1	1	7	194	56	0	0
7433	1985	Graduation	Single	29760	1	0	87	64	68	7	5
164	1977	PhD	Married	28973	0	0	59	206	46	3	2
10477	1973	PhD	Together	39435	1	0	16	71	18	0	0
2681	1984	2n Cycle	Married	65370	0	0	1	71	112	138	89
5150	1979	Basic	Single	20194	1	0	64	0	7	11	10
5283	1976	PhD	Single	42473	1	1	72	93	21	0	4
9645	1968	Graduation	Married	64590	0	0	98	920	168	36	46
10678	1959	Graduation	Together	71232	0	1	91	653	170	34	26
7261	1971	Graduation	Together	34600	1	1	8	199	60	8	3
9648	1967	Graduation	Single	46904	1	1	20	153	56	0	9
2870	1973	Graduation	Married	49094	0	1	6	376	38	11	8
8008	1983	Graduation	Together	36075	1	0	54	46	30	12	1
1513	1979	2n Cycle	Together	60839	1	1	72	600	128	223	150
6173	1979	Graduation	Together	77298	0	1	46	425	292	23	35
1419	1950	Graduation	Together	34026	1	1	11	18	15	12	8
9150	1963	PhD	Single	48918	1	1	21	52	9	0	0
7960	1962	2n Cycle	Together	82122	0	0	89	734	350	151	25
1250	1976	Graduation	Single	37697	1	0	82	34	21	11	4
9905	1952	Graduation	Together	34074	1	1	69	135	41	10	1
10691	1960	Master	Married	28520	1	1	55	11	10	0	2
7002	1955	Graduation	Single	62535	0	1	13	163	90	0	45
2952	1977	Master	Single	36273	1	0	80	29	30	3	2
8439	1964	Graduation	Together	63404	0	2	97	734	70	11	44
762	1981	2n Cycle	Together	75774	1	0	27	340	134	258	14
2831	1976	Graduation	Together	78416	0	1	99	453	279	188	38
6977	1974	Graduation	Together	75702	0	1	87	1073	629	145	37
6289	1951	Master	Together	59385	1	1	85	135	10	0	4
4168	1966	Graduation	Single	37070	1	1	30	231	137	4	15
8397	1951	Graduation	Married	44689	1	1	82	18	5	0	0
9284	1958	Graduation	Together	53977	0	1	21	620	165	0	24
6237	1966	PhD	Single	7144	0	2	92	81	33	5	2
3130	1964	Graduation	Single	18701	1	1	95	12	2	10	6
1619	1956	Graduation	Married	90369	0	0	2	292	981	224	23
1990	1974	PhD	Single	63159	0	0	74	965	586	89	86
5513	1966	Graduation	Together	37758	1	1	49	27	10	0	0
269	1963	PhD	Single	46757	0	1	71	777	163	0	51
8093	1969	Master	Married	79734	0	0	72	572	232	23	62
10513	1992	Graduation	Together	63207	0	0	68	438	565	91	169
10177	1954	Graduation	Divorced	72071	0	1	4	531	300	150	138
2549	1983	PhD	Together	21840	1	0	80	17	9	0	0
5782	1982	2n Cycle	Together	58582	0	1	15	402	106	101	77
10057	1951	Graduation	Single	72282	0	0	70	503	419	90	139
10307	1956	Graduation	Married	50387	0	2	91	369	87	12	14
8566	1961	PhD	Together	32583	1	1	10	5	3	0	0
2415	1962	Graduation	Together	62568	0	1	99	362	398	80	35
5684	1971	Master	Divorced	44635	1	1	25	56	9	0	0
8334	1971	Master	Single	33316	1	1	34	79	31	4	4
9166	1968	Graduation	Married	63967	0	1	57	387	141	73	35
1440	1978	2n Cycle	Together	52513	0	0	84	367	241	104	188
78	1969	Graduation	Married	25293	1	0	51	15	11	0	2
5441	1965	PhD	Widow	54111	0	1	97	267	54	8	3
5302	1986	Graduation	Together	78394	0	0	13	298	697	216	24
4687	1958	Master	Married	80739	0	0	92	674	736	39	0
1087	1975	Master	Together	22669	1	0	30	16	36	37	22
6859	1987	Graduation	Single	29236	1	0	30	37	24	16	9
9860	1959	Graduation	Together	44911	0	1	11	159	22	2	1
7129	1962	PhD	Married	54693	0	1	72	686	142	23	26
5866	1974	Graduation	Together	48186	1	0	39	97	66	12	7
10521	1977	Graduation	Married	54809	1	1	0	63	57	13	13
7393	1978	Graduation	Together	41580	1	1	15	56	24	4	0
7849	1970	PhD	Married	80336	0	0	12	209	456	160	142
332	1957	Graduation	Married	47743	0	1	56	198	43	0	12
9847	1955	2n Cycle	Married	62972	0	1	39	313	47	20	0
531	1954	PhD	Divorced	57333	0	1	55	941	397	76	58
9576	1982	PhD	Together	32313	1	0	60	86	56	2	4
6906	1953	Master	Widow	84953	0	0	73	167	602	63	72
7419	1968	Master	Divorced	27071	1	0	90	8	19	0	2
3170	1957	Master	Together	68148	0	0	86	389	408	37	57
8527	1965	Master	Together	65735	1	1	37	239	119	4	15
7872	1975	PhD	Married	86836	0	0	7	179	273	0	21
9931	1963	PhD	Married	4023	1	1	29	5	1	1	1
10595	1990	Graduation	Married	30093	0	0	19	2	28	13	4
4609	1966	PhD	Married	57705	0	1	14	383	53	6	4
5010	1988	Graduation	Single	25008	1	0	72	2	8	6	1
4427	1995	2n Cycle	Single	83257	0	0	56	536	590	38	107
11148	1975	Graduation	Together	22280	1	0	85	2	4	3	1
1168	1978	PhD	Married	72159	0	0	62	322	899	34	40
9595	1961	Graduation	Together	64260	0	0	1	539	816	20	0
10163	1984	PhD	Single	82733	0	0	28	712	420	65	38
2886	1971	Master	Divorced	74290	0	1	70	1121	72	0	12
6710	1951	Master	Single	58217	2	1	84	68	13	3	5
5316	1976	Master	Together	21024	0	0	89	36	18	6	2
9029	1972	PhD	Married	70116	0	0	73	707	603	95	58
521	1985	Graduation	Together	54006	1	0	42	174	203	6	24
1459	1966	PhD	Married	69063	0	1	16	666	124	69	8
10241	1975	2n Cycle	Divorced	11448	0	0	16	0	0	6	2
1630	1979	Graduation	Single	61825	0	1	56	162	100	55	30
3254	1971	Graduation	Married	70886	1	0	65	407	239	103	88
9064	1982	Graduation	Married	69109	0	0	10	823	459	124	29
3678	1973	Graduation	Widow	60208	1	1	13	488	71	15	0
4227	1968	Master	Together	32889	1	1	78	28	13	4	2
9467	1984	Graduation	Single	34738	1	0	51	3	10	3	0
8486	1971	Master	Together	30538	1	0	27	284	52	8	3
2186	1977	2n Cycle	Together	82326	0	0	30	938	754	159	81
3286	1967	PhD	Divorced	26642	1	0	71	13	15	2	2
8602	1964	Graduation	Divorced	69932	0	1	97	412	153	150	105
3722	1972	Graduation	Single	44503	1	1	83	31	8	0	0
6715	1948	PhD	Single	60200	0	1	3	502	132	0	6
4796	1952	Graduation	Divorced	49638	0	1	71	18	3	3	5
9612	1987	2n Cycle	Single	23830	0	0	3	1	6	4	8
3766	1959	Master	Widow	33051	0	0	15	100	243	108	94
1399	1958	Graduation	Married	72905	0	0	52	407	445	181	165
1570	1951	PhD	Together	69702	0	1	8	664	240	50	19
3426	1975	Graduation	Divorced	70300	1	0	89	1045	338	60	46
3074	1984	PhD	Married	70643	0	0	66	1218	304	23	143
8341	1969	PhD	Married	30396	1	0	22	15	6	0	1
5180	1968	PhD	Divorced	50616	0	1	56	128	16	0	1
6461	1969	Master	Single	62772	0	1	74	581	157	43	8
7679	1985	PhD	Single	30298	0	0	48	6	12	6	1
10702	1984	Graduation	Single	52413	1	0	67	185	133	56	56
7505	1957	PhD	Married	44155	1	1	24	22	9	0	0
5113	1971	PhD	Divorced	86979	0	0	67	584	835	65	83
10858	1975	Graduation	Together	76532	1	1	38	355	177	90	138
2961	1982	Graduation	Married	42081	1	0	86	175	110	54	6
2747	1988	PhD	Married	67546	0	0	90	864	768	150	38
3010	1989	Master	Together	88420	0	0	87	957	612	99	95
5790	1985	Graduation	Married	31158	1	0	62	25	16	20	0
6892	1968	Graduation	Divorced	61671	0	1	23	641	56	0	0
1743	1974	Graduation	Single	69719	0	0	99	273	208	177	14
3578	1949	Graduation	Divorced	49160	0	1	29	122	43	25	10
8462	1978	Basic	Together	24882	1	0	52	1	10	29	0
5558	1954	PhD	Single	90933	0	0	90	1020	430	62	63
4619	1945	PhD	Single	113734	0	0	9	6	3	1	262
8780	1950	PhD	Together	59292	0	1	71	378	68	19	14
10789	1964	PhD	Married	45759	1	1	13	42	18	3	0
10779	1983	Graduation	Single	22148	0	0	16	15	14	0	4
5896	1987	Master	Married	73395	0	0	94	272	80	20	7
2337	1971	Graduation	Divorced	29819	1	0	77	9	24	2	1
10951	1968	Graduation	Married	45688	0	1	20	279	18	0	0
544	1954	Graduation	Married	62820	0	0	51	398	265	138	61
17	1971	PhD	Married	60491	0	1	81	637	237	12	19
10680	1986	Graduation	Together	33235	1	0	71	45	16	2	1
3265	1959	Graduation	Married	35701	0	0	36	21	9	7	3
5623	1980	Master	Married	31535	1	0	95	15	13	0	0
5832	1960	2n Cycle	Together	92556	0	0	32	493	352	184	23
5544	1970	Graduation	Single	67384	0	1	32	957	175	158	53
6417	1971	Master	Together	80573	0	0	85	829	430	60	92
5831	1967	Graduation	Married	77870	0	1	93	1017	500	65	50
7101	1963	PhD	Widow	52278	0	1	24	953	71	0	0
10176	1968	Graduation	Single	57107	0	1	44	159	120	0	0
2326	1990	Graduation	Married	18929	0	0	15	32	8	23	4
4385	1981	PhD	Single	36038	1	0	82	23	15	0	2
2929	1976	Graduation	Single	20180	0	0	27	18	24	15	20
10686	1965	PhD	Together	34230	1	1	72	15	4	0	0
2546	1977	2n Cycle	Single	31878	0	1	7	23	5	10	5
3283	1972	2n Cycle	Married	70932	0	1	57	200	100	46	185
3138	1956	Graduation	Single	91249	0	0	84	1324	119	71	108
4994	1943	Master	Single	77598	0	0	53	1193	281	129	66
7966	1959	Graduation	Single	80982	1	1	48	505	401	104	22
3112	1977	Master	Married	22701	1	0	2	2	9	0	4
10872	1969	PhD	Married	55212	0	1	65	1103	45	0	0
2181	1970	Graduation	Married	70617	0	0	45	353	753	40	46
1867	1957	Graduation	Single	64849	0	0	42	652	350	94	84
1518	1965	Master	Married	62694	1	1	29	379	157	25	91
5734	1974	PhD	Married	61917	1	1	83	46	36	2	2
2878	1947	PhD	Married	67472	0	1	93	162	127	8	17
1458	1982	Master	Married	21059	1	0	40	8	19	3	3
7007	1968	Master	Married	29543	2	0	47	17	18	3	4
6200	1951	Graduation	Married	75903	0	1	50	340	185	130	38
1403	1975	2n Cycle	Together	34984	1	1	40	8	15	3	5
4827	1956	PhD	Single	54998	0	1	3	154	202	39	30
6250	1949	PhD	Widow	54356	0	1	62	710	30	20	0
9291	1959	Master	Married	34242	0	1	25	8	4	0	0
2478	1973	Graduation	Married	25410	1	0	48	2	4	13	13
1139	1984	PhD	Married	73356	0	0	56	1050	322	0	14
5138	1950	Graduation	Together	28320	0	1	68	19	14	3	2
5393	1977	Graduation	Single	23763	1	0	64	22	6	6	2
10413	1984	Graduation	Married	72570	0	0	67	274	216	151	141
5015	1976	Master	Married	34529	1	0	94	68	38	3	6
10868	1951	Graduation	Widow	70792	0	0	82	344	654	104	11
10676	1982	Graduation	Married	63211	0	0	3	145	459	205	26
2495	1974	Master	Married	83891	0	1	24	217	350	111	85
7842	1968	Graduation	Single	36065	1	1	54	18	34	10	2
9955	1954	Graduation	Together	39898	0	1	20	69	26	12	7
6663	1940	PhD	Single	51141	0	0	96	144	7	0	0
2162	1976	Graduation	Married	56939	0	1	19	256	103	90	29
3434	1951	Graduation	Single	80872	0	0	60	483	567	94	12
7919	1976	PhD	Together	72335	0	0	2	1285	653	28	21
5626	1964	PhD	Single	61798	0	0	13	338	89	11	8
6428	1950	PhD	Widow	76842	0	0	37	605	345	84	54
8514	1976	Graduation	Together	29478	1	0	59	8	7	3	1
10448	1956	Graduation	Single	46998	0	1	55	172	86	45	6
2109	1990	Graduation	Single	96843	0	0	60	448	951	40	17
7530	1950	PhD	Widow	56551	1	1	48	67	32	17	2
8925	1965	Master	Married	70053	0	1	38	512	98	81	179
3009	1962	PhD	Widow	71670	0	0	8	1462	128	0	0
6355	1978	Graduation	Married	44359	1	1	19	20	14	7	3
3517	1952	Graduation	Single	40887	1	1	32	50	44	10	10
1158	1966	Graduation	Divorced	48877	0	1	27	102	15	2	0
6203	1947	Graduation	Together	74485	0	0	58	499	815	173	49
7165	1972	Graduation	Together	64474	0	1	59	381	172	56	86
3595	1963	Graduation	Together	77226	0	1	29	631	239	128	76
8537	1949	Graduation	Widow	72643	0	0	60	526	553	123	94
4331	1978	Master	Together	85738	0	0	41	913	376	17	26
6281	1966	Graduation	Divorced	55686	0	1	27	673	199	37	47
4338	1983	Graduation	Single	39062	1	0	28	23	9	0	0
2452	1971	Graduation	Together	34600	1	1	8	199	60	8	3
9507	1975	Graduation	Married	40794	0	1	18	261	73	4	23
8360	1971	2n Cycle	Married	54690	1	1	76	111	37	7	9
10311	1969	Graduation	Married	4428	0	1	0	16	12	2	4
5117	1963	2n Cycle	Married	32632	0	0	32	63	137	153	19
4867	1968	PhD	Single	38236	1	1	2	58	18	2	0
9289	1979	Graduation	Married	36781	1	0	16	29	17	0	3
10913	1984	Master	Single	31385	1	0	56	3	12	0	1
3032	1984	Graduation	Married	24570	1	0	97	28	62	11	14
8524	1974	PhD	Divorced	25509	1	0	15	40	30	10	7
3334	1951	Graduation	Married	94642	0	0	35	879	797	106	143
4470	1962	Master	Married	58646	0	1	3	62	44	6	5
1406	1975	Graduation	Single	53201	1	1	49	280	81	20	0
8619	1957	Graduation	Together	21994	0	1	4	9	6	3	1
10821	1978	Graduation	Married	57113	1	1	45	182	33	0	2
4552	1991	Graduation	Married	51373	0	0	37	83	101	64	26
898	1986	Graduation	Married	23477	1	0	39	38	54	3	8
9797	1956	Graduation	Married	58116	0	1	38	228	130	4	11
10949	1963	PhD	Divorced	72968	0	0	8	1092	592	145	37
8212	1971	Master	Married	39791	0	1	89	85	27	13	13
6248	1947	Master	Single	91712	0	0	47	1276	746	94	29
10164	1958	Graduation	Single	94472	0	1	75	1017	417	108	100
4547	1960	Graduation	Together	13672	1	1	86	6	9	2	1
6815	1980	2n Cycle	Married	96547	0	0	4	448	125	52	101
4122	1975	Graduation	Married	79205	0	0	73	504	117	179	28
10841	1975	PhD	Together	56559	0	1	46	226	133	41	31
5370	1973	PhD	Married	32644	1	0	38	239	141	0	7
176	1980	2n Cycle	Single	67506	0	1	73	90	67	33	36
4860	1970	Graduation	Single	24206	1	0	66	7	8	3	2
10757	1967	PhD	Divorced	28420	1	0	36	4	5	2	0
4023	1970	Graduation	Married	22979	1	0	29	16	19	20	21
6679	1966	Graduation	Single	33279	0	0	29	10	3	0	0
9923	1972	Master	Single	46423	1	1	6	68	16	0	0
7181	1977	Graduation	Married	30368	0	1	97	35	13	2	0
3599	1970	Graduation	Married	63684	0	1	61	575	428	208	93
405	1964	Graduation	Divorced	41638	0	1	68	315	31	4	0
6870	1959	PhD	Divorced	68805	0	1	73	182	49	17	13
832	1966	PhD	Together	65814	0	1	90	561	113	10	14
2002	1958	Graduation	Divorced	71964	0	0	81	587	932	180	34
3657	1986	Graduation	Single	39146	1	0	1	94	33	13	12
500	1977	Graduation	Together	96876	0	0	79	908	735	40	194
1951	1981	Basic	Married	34445	0	0	92	228	122	208	129
3262	1958	Graduation	Single	68281	0	0	31	995	417	42	48
4102	1975	2n Cycle	Married	37284	1	1	46	11	2	2	1
7042	1983	Graduation	Married	36790	0	0	14	3	14	15	21
10598	1967	Graduation	Together	27943	1	1	89	12	16	4	1
255	1951	Graduation	Divorced	22263	1	1	31	17	2	0	0
2375	1972	Graduation	Together	30261	1	2	75	8	5	0	3
9829	1978	Graduation	Together	28587	1	0	42	22	17	12	10
6214	1982	Master	Married	43815	1	0	53	14	29	4	7
4954	1956	Graduation	Married	48195	1	1	53	106	68	52	7
7861	1952	Master	Married	77027	0	1	23	820	242	45	0
4837	1965	PhD	Married	71322	0	1	57	753	226	69	10
9423	1979	Master	Married	32765	1	0	49	13	17	7	3
4198	1965	Graduation	Together	29672	1	1	6	9	3	0	4
153	1953	Graduation	Divorced	23272	0	0	29	19	6	4	2
9323	1949	Master	Together	49912	0	1	5	520	223	32	49
10001	1985	2n Cycle	Together	7500	1	0	98	5	17	13	14
3945	1947	PhD	Widow	68117	0	1	80	618	215	0	17
3799	1955	Graduation	Married	67225	0	1	4	315	322	46	7
8625	1976	Graduation	Married	17649	1	0	70	15	23	0	5
3491	1975	Graduation	Together	55914	0	1	32	384	364	119	101
983	1984	Graduation	Married	40059	1	0	82	110	92	28	10
9119	1950	Graduation	Together	60905	0	1	27	208	76	36	17
4786	1977	Graduation	Married	75330	1	1	94	555	257	93	61
5872	1951	Graduation	Single	60689	0	1	23	240	216	63	6
6568	1984	Graduation	Married	38680	1	0	97	11	36	15	5
5628	1982	Graduation	Together	61416	0	0	25	848	323	201	61
5631	1991	Graduation	Single	49767	0	0	92	202	197	55	42
4974	1970	Graduation	Single	83273	1	2	98	433	650	16	102
8416	1981	Graduation	Married	29009	1	0	19	6	15	10	5
5454	1979	Master	Married	45057	1	0	80	37	7	3	0
4095	1971	Graduation	Married	37150	1	0	80	167	64	49	34
5474	1970	Graduation	Single	43020	1	0	79	45	99	4	25
4268	1959	Graduation	Married	53154	0	1	50	129	21	0	1
10701	1973	Graduation	Married	65308	0	0	60	713	264	120	80
3507	1970	Graduation	Single	76467	1	0	44	676	426	210	44
2079	1947	2n Cycle	Married	81044	0	0	0	450	535	73	98
626	1951	Graduation	Married	32871	1	1	28	22	12	0	2
4426	1975	Graduation	Single	55801	1	1	35	367	51	6	4
2591	1959	Graduation	Widow	76320	0	1	49	526	214	69	53
10509	1955	Master	Single	36927	1	1	46	51	16	0	0
6382	1953	Graduation	Together	48794	1	1	97	25	11	3	0
6673	1965	Graduation	Single	23478	0	0	51	28	27	12	17
7441	1973	Graduation	Divorced	71128	1	0	80	958	447	20	0
1071	1976	PhD	Divorced	70179	0	1	10	532	168	69	44
10061	1950	Graduation	Married	59462	0	1	29	724	143	0	8
8775	1969	Graduation	Together	38361	1	0	74	39	56	20	8
2345	1982	PhD	Together	70038	0	0	54	587	348	71	54
322	1978	Graduation	Together	42554	1	1	93	29	11	0	0
10897	1974	Graduation	Married	67445	0	1	63	757	217	29	80
123	1951	Graduation	Widow	67046	0	1	92	544	133	23	151
6103	1948	Graduation	Married	42192	0	0	40	40	15	17	6
7899	1952	PhD	Married	77610	0	1	70	1245	332	21	33
10500	1984	Graduation	Married	31761	1	0	96	19	20	16	14
1655	1979	Graduation	Together	34350	1	0	81	16	15	2	1
2406	1949	Graduation	Together	54591	0	1	63	376	94	12	9
2712	1956	Graduation	Married	71866	0	1	85	184	178	103	39
5517	1969	Graduation	Married	25293	1	0	51	15	11	0	2
10643	1987	PhD	Single	42000	0	0	23	124	267	85	59
2254	1983	Graduation	Married	69520	0	0	95	627	414	121	80
10281	1970	Graduation	Divorced	64713	1	0	11	180	241	13	54
6958	1977	Master	Married	27889	1	0	42	14	4	0	0
954	1960	Basic	Widow	22123	0	0	77	3	24	34	7
4643	1973	Graduation	Married	27803	1	0	40	8	46	38	9
6497	1960	Graduation	Married	51651	0	1	32	293	23	13	6
5396	1988	Graduation	Married	68487	0	0	48	758	385	33	89
1052	1969	Graduation	Married	56796	0	1	24	656	161	62	47
2802	1992	2n Cycle	Married	87000	0	0	61	196	607	67	17
6343	1959	Graduation	Married	79823	0	1	6	835	380	114	73
6507	1980	Graduation	Single	30828	1	0	16	16	15	2	0
7901	1971	Master	Married	34109	0	1	39	9	5	2	1
4865	1974	Master	Divorced	53367	1	1	2	229	140	10	3
2686	1969	Basic	Together	22390	0	0	49	0	4	15	1
3107	1976	Graduation	Together	71322	0	1	31	121	124	24	15
7734	1993	Graduation	Together	79244	0	0	58	471	125	212	61
1146	1949	Master	Together	49912	0	1	5	520	223	32	49
11031	1950	PhD	Married	48699	1	1	90	26	10	2	0
7428	1975	Graduation	Together	80144	0	0	47	240	445	250	192
975	1956	Graduation	Single	54252	1	1	25	178	26	8	4
1103	1976	Master	Married	81929	1	0	60	1486	278	49	0
3422	1975	Graduation	Married	76068	0	1	67	1115	128	33	12
1055	1976	Master	Married	53204	1	1	40	29	8	2	0
6544	1949	PhD	Together	67911	0	1	63	529	356	63	28
1241	1984	2n Cycle	Married	14796	1	0	1	13	8	7	4
2909	1974	PhD	Married	78128	0	1	89	934	230	16	24
5802	1972	Basic	Married	14188	0	0	40	2	11	16	12
1407	1986	Basic	Married	20425	1	0	5	4	5	3	16
6183	1962	Master	Married	58646	0	1	3	62	44	6	5
340	1970	Graduation	Divorced	72967	0	1	1	158	179	0	0
5991	1949	Master	Married	48150	0	1	24	173	39	3	2
3104	1961	Graduation	Single	82332	0	0	89	830	968	51	79
9729	1955	Graduation	Widow	58275	1	1	48	189	253	56	43
1008	1981	PhD	Together	44953	0	0	31	728	133	11	8
11091	1953	Graduation	Together	34587	1	1	68	7	9	2	0
3969	1974	Master	Together	43018	0	1	46	35	17	7	6
1916	1954	Master	Married	45736	0	1	92	188	180	20	3
9907	1969	Master	Together	66476	0	1	80	742	152	25	9
87	1981	2n Cycle	Married	27733	1	0	16	0	5	26	2
8659	1952	PhD	Together	69805	0	1	50	750	174	13	10
6262	1962	Master	Single	72217	0	0	93	816	450	55	56
6147	1971	Graduation	Divorced	25818	1	0	51	5	8	2	2
8832	1976	Master	Together	37509	1	0	24	37	56	12	8
10067	1976	2n Cycle	Together	25176	1	1	79	4	4	0	0
7532	1980	Graduation	Married	43586	0	1	26	99	11	4	0
4915	1956	2n Cycle	Married	53230	0	1	86	176	98	136	21
2115	1957	Graduation	Together	50116	1	1	68	54	10	0	0
2088	1972	Graduation	Together	84906	0	0	98	997	414	99	30
2493	1966	Graduation	Married	61286	0	1	34	356	107	19	9
6292	1986	PhD	Married	82333	0	0	60	1311	359	46	89
1631	1965	PhD	Together	65220	0	0	3	890	292	0	25
10104	1974	Graduation	Together	33590	2	1	65	4	2	0	0
3006	1976	Graduation	Divorced	30992	1	0	83	17	14	7	3
3919	1976	Master	Single	72309	0	0	64	960	883	50	38
11181	1949	PhD	Married	156924	0	0	85	2	2	1	1
642	1980	Basic	Married	16005	1	0	69	1	2	20	30
4369	1957	Master	Married	65487	0	0	48	240	500	199	0
10127	1965	Graduation	Married	58692	0	1	21	301	61	4	7
271	1969	Graduation	Widow	40590	1	1	30	154	50	6	11
4973	1970	Graduation	Single	20587	1	0	39	2	6	4	1
2948	1954	Master	Divorced	62637	0	1	76	104	48	4	12
2715	1966	Master	Divorced	29435	1	1	11	70	37	4	2
10432	1974	Graduation	Divorced	19346	1	0	26	2	9	3	6
9216	1971	Graduation	Married	35788	1	1	34	23	11	3	1
7124	1968	Graduation	Divorced	36997	1	1	72	43	12	8	0
9727	1957	Graduation	Married	23539	0	0	13	4	11	16	1
5136	1973	Graduation	Single	65333	0	1	58	654	92	0	15
9790	1957	Graduation	Single	78499	0	0	12	912	170	47	36
1818	1971	PhD	Together	29732	1	0	23	25	8	0	1
1100	1960	Master	Together	41275	1	2	33	24	22	0	2
7873	1973	PhD	Together	63516	1	1	30	141	114	15	14
10609	1962	PhD	Married	42769	0	1	15	71	13	3	1
6950	1958	Master	Married	49572	1	1	25	35	16	0	1
7233	1972	Graduation	Married	69209	0	0	4	496	849	229	48
9481	1976	Graduation	Married	17148	1	0	80	9	11	13	10
7699	1969	Graduation	Widow	40590	1	1	30	154	50	6	11
2711	1976	Master	Together	30560	1	0	6	9	5	4	5
8933	1983	2n Cycle	Married	32146	1	0	16	26	23	4	7
8726	1964	2n Cycle	Divorced	41713	1	1	57	77	44	10	10
1515	1975	Master	Together	34176	0	1	9	11	7	4	2
5186	1955	PhD	Married	58482	0	1	59	576	115	19	7
10157	1965	Graduation	Single	59686	0	1	78	89	89	34	42
5667	1964	PhD	Married	60896	0	1	90	1013	399	60	46
902	1980	Graduation	Together	62994	1	0	74	224	48	4	12
977	1957	Graduation	Together	47320	0	1	10	200	111	50	15
7313	1949	2n Cycle	Widow	74859	0	0	63	570	614	133	102
7600	1992	Basic	Single	15253	1	0	13	1	3	8	1
9706	1974	PhD	Single	31560	1	0	98	62	20	4	0
2429	1954	Graduation	Divorced	72071	0	1	4	531	300	150	138
3520	1990	Master	Single	91172	0	0	94	162	818	0	28
10394	1984	Graduation	Married	90000	0	0	91	675	133	94	192
4548	1981	Graduation	Single	41967	1	1	66	23	10	0	2
9362	1965	Graduation	Single	69263	0	1	14	492	32	13	5
3968	1970	2n Cycle	Divorced	65706	0	0	77	918	129	13	0
4084	1975	Graduation	Together	60934	0	1	41	224	155	192	93
6721	1951	Graduation	Married	71965	0	1	21	572	286	50	38
2829	1955	Graduation	Married	65210	0	1	25	626	70	0	7
1772	1975	PhD	Married	79174	0	0	2	1074	518	193	92
1544	1967	Master	Divorced	81380	0	0	51	741	689	224	68
492	1973	PhD	Single	48432	0	1	3	322	50	4	3
4377	1971	Graduation	Married	52914	0	1	32	254	44	30	10
4541	1955	Graduation	Together	38946	0	1	84	116	82	6	6
1321	1974	Graduation	Married	26067	1	0	49	22	18	0	2
8858	1972	PhD	Married	44325	0	1	69	516	21	0	0
3266	1964	Graduation	Married	42523	0	0	96	14	11	3	26
11187	1978	Basic	Single	26487	1	0	23	2	10	12	14
8207	1957	2n Cycle	Married	53233	0	1	18	28	9	3	0
9723	1960	Graduation	Married	67716	0	1	8	530	217	62	9
2666	1972	Master	Married	76234	0	1	21	519	167	130	0
5721	1956	PhD	Married	84117	0	0	60	611	749	59	45
10652	1957	Master	Together	65487	0	0	48	240	500	199	0
1646	1972	Basic	Married	25224	1	0	36	4	12	11	2
4418	1983	Master	Single	89616	0	0	36	671	655	145	111
2656	1971	Graduation	Divorced	40851	1	1	63	23	7	0	4
7990	1947	Graduation	Married	27469	0	0	2	9	2	3	2
8722	1957	2n Cycle	Married	82347	0	0	38	556	845	202	133
7118	1957	Graduation	Married	73803	0	1	61	833	363	52	26
2980	1952	Master	Single	8820	1	1	52	12	13	4	2
1839	1974	Graduation	Single	43322	0	0	25	56	48	10	2
10722	1973	Graduation	Together	55593	0	1	63	293	124	11	4
2632	1954	Graduation	Married	50501	1	1	10	297	38	13	0
9014	1975	Graduation	Married	37085	1	1	65	39	16	2	0
7620	1990	Basic	Single	16185	1	0	71	5	16	21	8
10968	1969	Graduation	Single	57731	0	1	0	266	300	65	8
11133	1973	PhD	Single	48432	0	1	3	322	50	4	3
2736	1978	Graduation	Married	73807	0	1	88	366	156	71	78
1876	1990	Graduation	Married	18929	0	0	15	32	8	23	4
5959	1968	Graduation	Single	35893	1	1	80	158	23	0	0
1092	1980	Graduation	Married	61014	0	1	17	269	495	182	43
4333	1954	Graduation	Together	32144	1	1	76	41	10	0	0
3850	1963	Basic	Together	14918	0	1	52	3	3	15	4
6168	1963	Graduation	Divorced	45146	1	1	28	33	5	0	0
607	1955	2n Cycle	Divorced	41769	0	1	31	302	131	32	0
10469	1981	Graduation	Together	88325	0	0	42	519	860	93	27
6983	1950	Master	Divorced	38054	1	1	24	23	17	2	1
3661	1995	2n Cycle	Single	80617	0	0	42	594	631	72	55
9303	1976	Graduation	Married	5305	0	1	12	12	7	1	3
692	1954	Graduation	Together	36807	1	1	88	4	5	0	0
736	1983	Graduation	Together	28427	1	0	67	18	19	3	3
9589	1948	PhD	Widow	82032	0	0	54	332	377	149	125
4838	1978	Graduation	Together	22775	1	0	40	5	8	0	0
9246	1985	Master	Together	40101	1	0	73	171	129	26	24
6261	1979	Graduation	Married	58025	0	1	81	270	88	11	48
7366	1982	Master	Single	75777	0	0	12	712	538	69	13
10659	1979	2n Cycle	Together	7500	1	0	7	2	11	3	8
1448	1963	Master	Married	33562	1	2	33	21	12	0	3
4286	1970	PhD	Single	57642	0	1	24	580	58	8	0
4749	1968	Graduation	Together	58554	1	1	55	368	68	38	0
4478	1979	Graduation	Married	63777	1	1	87	457	106	15	17
4201	1962	Graduation	Single	57967	0	1	39	229	137	4	0
8720	1978	2n Cycle	Together	NA	0	0	53	32	1607	12	4
10084	1972	Graduation	Married	24434	2	0	9	3	8	20	0
7004	1984	Graduation	Single	11012	1	0	82	24	26	7	1
9817	1970	Master	Single	44802	0	0	71	853	143	13	10
8080	1986	Graduation	Single	26816	0	0	50	5	6	3	4
9432	1977	Graduation	Together	666666	1	0	23	9	18	8	1
8372	1974	Graduation	Married	34421	1	0	81	3	7	6	2
10870	1967	Graduation	Married	61223	0	1	46	709	182	42	118
4001	1946	PhD	Together	64014	2	1	56	406	30	0	0
7270	1981	Graduation	Divorced	56981	0	0	91	908	217	32	12
8235	1956	Master	Together	69245	0	1	8	428	214	80	30
9405	1954	PhD	Married	52869	1	1	40	84	61	2	1

Chương 3. THIẾT KẾ NGHIÊN CỨU

3.1 Thống kê mô tả cho dữ liệu định lượng

3.1.2 Thống kê mô tả biến Income

Income: Thu nhập hộ gia đình hàng năm của khách hàng (Đơn vị: Đô la Mỹ)

summary(mkt$Income)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1730   35303   51382   52247   68522  666666       1

Thống kê mô tả cho thấy thu nhập trung bình theo hộ gia đình của những khách hàng đến mua tại cửa hàng là $5224, người có thu nhập thấp nhất có mức $1730 , người có thu nhập cao nhất có mức thu nhập $666666. Có 25% hộ gia đình có thu nhập nhỏ hơn hoặc bằng mức $35303, 50% hộ có mức thu nhập nhỏ hơn hoặc bằng $51382 và 75% hộ có thu nhập nhỏ hơn hoặc bằng $68522.

summary(mkt$Income)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1730   35303   51382   52247   68522  666666       1

# Turn of scientific values
options(scipen = 999)
# Histogram
hist(mkt$Income, breaks = "FD", col = "navy", main = "Histogram of Income", xlab = "Income", ylab = "Frequency", xlim = c(1, 100000), ylim = c(1, 200))

3.2 Thống kê mô tả biến Kidhome

Kidhome: Số con trong hộ gia đình khách hàng.

table(mkt$Kidhome)

## 
##    0    1    2 
## 1284  887   46

table(mkt$Kidhome)/sum(table(mkt$Kidhome))

## 
##          0          1          2 
## 0.57916103 0.40009021 0.02074876

Thống kê cho thấy số hộ gia đình không có con lên đến 1284 hộ chiếm tỷ lệ 57,92%, số hộ gia đình có 1 con là 887 hộ chiếm tỷ lệ 40,01%, số hộ gia đình có 2 con là 46 hộ chiếm tỷ lệ 2,07%.

kidhome_counts <- table(mkt$Kidhome)

library(ggplot2)
ggplot(mkt,aes(mkt$Kidhome))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "red") +
  theme_minimal () +
  labs(title = "Barplot of Kidhome", x = "Kidhome")

## Warning: Use of `mkt$Kidhome` is discouraged.
## ℹ Use `Kidhome` instead.
## Use of `mkt$Kidhome` is discouraged.
## ℹ Use `Kidhome` instead.

3.2.1 Thống kê mô tả nhóm các sản phẩm

(Đơn vị: Đô la Mỹ)

• MntWines: Số tiền chi cho rượu trong 2 năm qua

• MntMeatProducts: Số tiền chi cho thịt trong 2 năm qua

• MntFishProducts: Số tiền chi cho cá trong 2 năm qua

• MntSweetProducts: Số tiền chi cho đồ ngọt trong 2 năm qua

Thống kê mô tả của các biến như sau:

products <- data.frame(mkt$MntWines, mkt$MntMeatProducts, mkt$MntFishProducts, mkt$MntSweetProducts)
pr <- summary(products)
pr

##   mkt.MntWines  mkt.MntMeatProducts mkt.MntFishProducts mkt.MntSweetProducts
##  Min.   :   0   Min.   :   0.0      Min.   :  0.00      Min.   :  0.00      
##  1st Qu.:  24   1st Qu.:  16.0      1st Qu.:  3.00      1st Qu.:  1.00      
##  Median : 174   Median :  68.0      Median : 12.00      Median :  8.00      
##  Mean   : 305   Mean   : 167.6      Mean   : 37.63      Mean   : 27.02      
##  3rd Qu.: 505   3rd Qu.: 233.0      3rd Qu.: 50.00      3rd Qu.: 33.00      
##  Max.   :1493   Max.   :1725.0      Max.   :259.00      Max.   :262.00

Qua thống kê ta thấy:

• Số tiền chi cho rượu của các hộ gia đình trong 2 năm qua trung bình là $305. Trong đó có những hộ gia đình không chi tiền cho rượu. Số tiền hộ gia đình chi cho rượu nhiều nhất trong mẫu là $1493. 25% hộ có mức chi tiền cho rượu nhỏ hơn hoặc bằng $24, 50% hộ có mức chi nhỏ hơn hoặc bằng $174 và 75% có mức chi nhỏ hơn hoặc bằng $505.

• Số tiền chi cho các sản phẩm thịt của các hộ gia đình trong 2 năm qua trung bình là $167.6. Trong đó có những hộ gia đình không chi tiền cho thịt. Số tiền hộ gia đình chi cho thịt nhiều nhất trong mẫu là $1725.0. 25% hộ có mức chi tiền cho thịt nhỏ hơn hoặc bằng $16.0, 50% hộ có mức chi nhỏ hơn hoặc bằng $68.0 và 75% có mức chi nhỏ hơn hoặc bằng $233.0.

• Số tiền chi cho các sản phẩm cá của các hộ gia đình trong 2 năm qua trung bình là $37.63. Trong đó có những hộ gia đình không chi tiền cho cá. Số tiền hộ gia đình chi cho cá nhiều nhất trong mẫu là $259.00. 25% hộ có mức chi tiền cho cá nhỏ hơn hoặc bằng $3.00, 50% hộ có mức chi nhỏ hơn hoặc bằng $12.00 và 75% có mức chi nhỏ hơn hoặc bằng $50.00.

• Số tiền chi cho các sản phẩm đồ ngọt của các hộ gia đình trong 2 năm qua trung bình là $27.02. Trong đó có những hộ gia đình không chi tiền cho đồ ngọt. Số tiền hộ gia đình chi cho đồ ngọt nhiều nhất trong mẫu là $262.00. 25% hộ có mức chi tiền cho đồ ngọt nhỏ hơn hoặc bằng $1.00, 50% hộ có mức chi nhỏ hơn hoặc bằng $8.00 và 75% có mức chi nhỏ hơn hoặc bằng $33.00.

column_names <- names(mkt[9:12])
product_counts <- colSums(mkt[9:12])
proportions <- product_counts/sum(product_counts)
pie(proportions, labels = column_names, main = "Pie Chart of 4 Products", col = rainbow(length(product_counts)))

3.2 Thống kê mô tả cho dữ liệu định tính

3.2.1 Thống kê mô tả biến Marital_Status

Biến Marital_Status thể hiện Tình trạng hôn nhân của các khách hàng được khảo sát.

table(mkt$Marital_Status)

## 
## Divorced  Married   Single Together    Widow 
##      232      858      476      575       76

Tình trạng hôn nhân của 2217 khách hàng được khảo sát như sau:

• Đã ly hôn: 232 chiếm 10,46%
• Đã kết hôn: 858 chiếm 38,66%
• Độc thân: 476 chiếm 21,47%
• Chung sống: 575 chiếm 25,89%
• Góa phụ: 76 chiếm 3,43%

Tỷ lệ của các tình trạng trên được thể hiện như sau:

table(mkt$Marital_Status)

## 
## Divorced  Married   Single Together    Widow 
##      232      858      476      575       76

library(ggplot2)
ggplot(mkt,aes(mkt$Marital_Status))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "red") +
  theme_minimal () +
  labs(title = "Customer's marital status", x = "Marital Status")

## Warning: Use of `mkt$Marital_Status` is discouraged.
## ℹ Use `Marital_Status` instead.
## Use of `mkt$Marital_Status` is discouraged.
## ℹ Use `Marital_Status` instead.

Ta có thể thấy người đã kết hôn chiếm tỷ lệ cao nhất về tình trạng hôn nhân của khách hàng đến với cửa hàng này, tiếp theo sau đó lần lượt là chung sống, độc thân, đã ly thân và góa phụ.

Nhóm các trạng thái “Married”, “Toghther” sẽ được xem là “Relationship”

Trong khi đó các trạng thái “Divorced”, “Widow”, “Single” sẽ trở thành “Single”

# Chuyển đổi dữ liệu 
mkt$Marital_Status <- gsub("Married|Together", "Relationship", mkt$Marital_Status)
mkt$Marital_Status <- gsub("Divorced|Widow|Single", "Single", mkt$Marital_Status)

3.2.2 Thống kê mô tả biến Education

# vẽ biểu đồ cột
table(mkt$Education)

## 
##   2n Cycle      Basic Graduation     Master        PhD 
##        201         54       1116        365        481

table(mkt$Education)

## 
##   2n Cycle      Basic Graduation     Master        PhD 
##        201         54       1116        365        481

library(ggplot2)
ggplot(mkt,aes(mkt$Education))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "red") +
  theme_minimal () +
  labs(title = "Customer's Education", x = "Education")

## Warning: Use of `mkt$Education` is discouraged.
## ℹ Use `Education` instead.
## Use of `mkt$Education` is discouraged.
## ℹ Use `Education` instead.

Qua biểu đồ ta có thể thấy số lượng khách hàng có tình trạng học vấn đã tốt nghiệp chiếm tỷ lệ cao nhất trong nhóm khảo sát chiếm 50,3%

Nhóm “Married”, “Together” sẽ được xem là “Relationship”

Trong khi “Divorced”, “Widow”, “Single” trở thành “Single”

# Chuyển đổi dữ liệu
mkt$Education <- gsub("PhD|Graduation|Master", "PG", mkt$Education)
mkt$Education <- gsub("Basic|2n Cycle", "UG", mkt$Education)

3.2 Thống kê mô tả cho 2 biến

3.2.1 Thống kê mô tả biến Marital_Status và Education

Bảng tần suất của hai biến Marital_Status và Education

me <-table(mkt$Marital_Status, mkt$Education)
me

##               
##                  PG   UG
##   Relationship 1262  171
##   Single        700   84

library(ggplot2)
marital <- mkt$Marital_Status
education <- mkt$Education
ggplot(mkt, aes(education, fill = marital)) + geom_bar(position = 'dodge')

Qua bảng tần suất và đồ thị ta có thể thấy, số lượng khách hàng có tình trạng hôn nhân đã kết hôn và trình độ học vấn đã tốt nghiệp chiếm tỷ lệ cao nhất, mặc dù điều đó không thể kết luận rằng các khách hàng có trình độ học vấn là đã tốt nghiệp sẽ có nhiều khả năng đã kết hôn.

3.2.1.2 Độ nhạy và độ đặc hiệu

3.2.1.3 Rủi ro tương đối

Ký hiệu \(π_i\) là tỷ lệ “thành công” của biến phụ thuộc (response variable) tương ứng với từng biểu hiện của biến độc lập.

Từ bảng tần xuất, chúng ta tính \(π_1/π_2\), phân số này gọi là Rủi ro tương đối (Relative risk) giữa 2 biểu hiện khác nhau của biến phụ thuộc.

Từ bảng

dmde <- table(mkt$Marital_Status, mkt$Education)
addmargins(dmde)

##               
##                  PG   UG  Sum
##   Relationship 1262  171 1433
##   Single        700   84  784
##   Sum          1962  255 2217

e1 <- table(mkt$Marital_Status, mkt$Education)

3.2.1.4 Tỷ lệ chênh

3.2.1.5 Thống kê suy diễn cho dữ liệu

Để xác định xem hai biến có độc lập hay không, kiểm định chi bình phương (chi-square test) sẽ được sử dụng để kiểm tra mối quan hệ giữa hai biến phân loại (categorical variables) trong một bảng tần số (frequency table).

Khi p-value nhỏ hơn mức ý nghĩa (0.05) trong kiểm định chi bình phương, ta kết luận rằng hai biến là phụ thuộc lẫn nhau, tức là không độc lập. Ngược lại, khi p-value lớn hơn mức ý nghĩa, ta không có đủ bằng chứng để bác bỏ giả thuyết không độc lập giữa hai biến.

Ta kiểm tra xem trình độ học vấn có liên quan đến tình trạng hôn nhân của khách hàng hay không.

chisq.test(table(mkt$Education, mkt$Marital_Status))

## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  table(mkt$Education, mkt$Marital_Status)
## X-squared = 0.62455, df = 1, p-value = 0.4294

Kết quả kiểm định p- value= 0.449 > 0.05. Như vậy, với mức ý nghĩa 5% ta không có đủ bằng chứng để bác bỏ giả thuyết không độc lập giữa tình trạng hôn nhân và trình độ học vấn.

3.2.1.6 Khoảng ước lượng cho tỷ lệ

3.2.2 Thống kê mô tả biến Education và Incom

Bảng tần suất của hai biến Education và Income

ei<-table(mkt$Education, mkt$Income)

library(ggplot2)
income <- mkt$Income
education <- mkt$Education
ggplot(mkt, aes(education, fill = income)) + geom_bar(position = 'dodge')

## Warning: The following aesthetics were dropped during statistical transformation: fill
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?

Qua biểu đồ ta có thể thấy, khách hàng có trình độ học vấn là PG có thu nhập hộ gia đình cao nhất trong mẫu.

3.2.1 Thống kê mô tả biến Marital_Status và Kidhome

Bảng tần suất của hai biến Marital_Status và Kidhome

mk<-table(mkt$Marital_Status, mkt$Kidhome)
mk

##               
##                  0   1   2
##   Relationship 818 583  32
##   Single       466 304  14

Số lượng khách hàng đã kết hôn và không con là cao nhất trong mẫu, theo sau là đã kết hôn và có 1 con và đang chúng sống nhưng không có con. Số lượng khách hàng có 2 con trong hộ gia đình của họ là khá ít trong mẫu ở tất cả các tình trạng hôn nhân.

library(ggplot2)
kidhome <- mkt$Kidhome
marital <- mkt$Marital_Status
ggplot(mkt, aes(kidhome, fill = marital)) + geom_bar(position = 'dodge')

3.2.2 Độ nhạy và độ đặc hiệu

3.2.3 Rủi ro tương đối

Từ bảng

dmdk <- table(mkt$Marital_Status, mkt$Kidhome)
addmargins(dmdk)

##               
##                   0    1    2  Sum
##   Relationship  818  583   32 1433
##   Single        466  304   14  784
##   Sum          1284  887   46 2217

Chúng ta tính rủi ro tương đối (relative risk).

Chương 4. KẾT QUẢ NGHIÊN CỨU

4.1 Ước lượng hàm hồi quy cho dữ liệu

4.1 Ước lượng mô hình hồi quy Logit

mwine = mkt$MntWines
mwine <- cut(mwine,2, labels = c('fews','many'))
marital = mkt$Marital_Status
income = mkt$Income
income <- cut(income,2, labels = c('low','high'))
kid = mkt$Kidhome
mlogit <- glm(data = mkt, formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "logit"))
levels(factor(mwine))

## [1] "fews" "many"

summary(mlogit)

## 
## Call:
## glm(formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "logit"), 
##     data = mkt)
## 
## Coefficients:
##                Estimate Std. Error z value            Pr(>|z|)    
## (Intercept)    -1.36324    0.08545 -15.954 <0.0000000000000002 ***
## maritalSingle   0.03583    0.13681   0.262               0.793    
## incomehigh     -8.82540  324.74377  -0.027               0.978    
## kid            -2.37742    0.23011 -10.332 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1700.7  on 2215  degrees of freedom
## Residual deviance: 1503.1  on 2212  degrees of freedom
##   (1 observation deleted due to missingness)
## AIC: 1511.1
## 
## Number of Fisher Scoring iterations: 11

4.1.1 Ước lượng mô hình hồi quy Probit

mwine = mkt$MntWines
mwine <- cut(mwine,2, labels = c('fews','many'))
marital = mkt$Marital_Status
income = mkt$Income
income <- cut(income,2, labels = c('low','high'))
kid = mkt$Kidhome
mprobit <- glm(data = mkt, formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "probit"))
levels(factor(mwine))

## [1] "fews" "many"

summary(mprobit)

## 
## Call:
## glm(formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "probit"), 
##     data = mkt)
## 
## Coefficients:
##               Estimate Std. Error z value            Pr(>|z|)    
## (Intercept)   -0.82485    0.04829 -17.083 <0.0000000000000002 ***
## maritalSingle  0.01055    0.07568   0.139               0.889    
## incomehigh    -2.62303   92.12592  -0.028               0.977    
## kid           -1.16347    0.09908 -11.743 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1700.7  on 2215  degrees of freedom
## Residual deviance: 1503.0  on 2212  degrees of freedom
##   (1 observation deleted due to missingness)
## AIC: 1511
## 
## Number of Fisher Scoring iterations: 11

4.1.1 Ước lượng mô hình hồi quy Cloglog

mclog <- glm(data = mkt, formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "cloglog"))
levels(factor(mwine))

## [1] "fews" "many"

summary(mclog)

## 
## Call:
## glm(formula = factor(mwine) ~ marital + income + kid, family = binomial(link = "cloglog"), 
##     data = mkt)
## 
## Coefficients:
##                Estimate Std. Error z value            Pr(>|z|)    
## (Intercept)    -1.48081    0.07668 -19.312 <0.0000000000000002 ***
## maritalSingle   0.03614    0.12301   0.294               0.769    
## incomehigh     -8.72266  310.47903  -0.028               0.978    
## kid            -2.27277    0.22548 -10.080 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1700.7  on 2215  degrees of freedom
## Residual deviance: 1503.1  on 2212  degrees of freedom
##   (1 observation deleted due to missingness)
## AIC: 1511.1
## 
## Number of Fisher Scoring iterations: 11

4.1.2 Kiểm định sự phù hợp của mô hình

4.1.2.1 AIC - Akaike Information Criterion

Ba mô hình có kết quả AIC như sau

• AIC(Logit): 1516,1
• AIC(Probit): 1516,1
• AIC(Cloglog): 1516

Do mô hình Colglog có hệ số AIC nhỏ nhất nên ta chọn mô hình này

4.2 Kiểm định khuyết tật của mô hình

4.2.1 Kiểm định hiện tượng đa cộng tuyến

Kết quả tính toán cho thấy hệ số VIF của các biến đểu nhỏ hơn 10. Do đó, mô hình không bị đa cộng tuyến cao

4.2.2 Kiểm định phương sai sai số thay đổi

4.2.3 Kiểm định tự tương quan

4.2.4 Kiểm định phần dư

Chương 5. KẾT LUẬN

Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.